{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from requests_html import HTMLSession\n",
    "import requests_html\n",
    "import urllib.parse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: requests-html in c:\\users\\76451\\anaconda\\lib\\site-packages (0.10.0)\n",
      "Requirement already satisfied: pyppeteer>=0.0.14 in c:\\users\\76451\\anaconda\\lib\\site-packages (from requests-html) (0.2.5)\n",
      "Requirement already satisfied: fake-useragent in c:\\users\\76451\\anaconda\\lib\\site-packages (from requests-html) (0.1.11)\n",
      "Requirement already satisfied: bs4 in c:\\users\\76451\\anaconda\\lib\\site-packages (from requests-html) (0.0.1)\n",
      "Requirement already satisfied: requests in c:\\users\\76451\\anaconda\\lib\\site-packages (from requests-html) (2.24.0)\n",
      "Requirement already satisfied: parse in c:\\users\\76451\\anaconda\\lib\\site-packages (from requests-html) (1.19.0)\n",
      "Requirement already satisfied: pyquery in c:\\users\\76451\\anaconda\\lib\\site-packages (from requests-html) (1.4.3)\n",
      "Requirement already satisfied: w3lib in c:\\users\\76451\\anaconda\\lib\\site-packages (from requests-html) (1.22.0)\n",
      "Requirement already satisfied: appdirs<2.0.0,>=1.4.3 in c:\\users\\76451\\anaconda\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.4.4)\n",
      "Requirement already satisfied: websockets<9.0,>=8.1 in c:\\users\\76451\\anaconda\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (8.1)\n",
      "Requirement already satisfied: tqdm<5.0.0,>=4.42.1 in c:\\users\\76451\\anaconda\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (4.47.0)\n",
      "Requirement already satisfied: urllib3<2.0.0,>=1.25.8 in c:\\users\\76451\\anaconda\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.25.9)\n",
      "Requirement already satisfied: pyee<9.0.0,>=8.1.0 in c:\\users\\76451\\anaconda\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (8.1.0)\n",
      "Requirement already satisfied: beautifulsoup4 in c:\\users\\76451\\anaconda\\lib\\site-packages (from bs4->requests-html) (4.9.1)\n",
      "Requirement already satisfied: soupsieve>1.2 in c:\\users\\76451\\anaconda\\lib\\site-packages (from beautifulsoup4->bs4->requests-html) (2.0.1)\n",
      "Requirement already satisfied: cssselect>0.7.9 in c:\\users\\76451\\anaconda\\lib\\site-packages (from pyquery->requests-html) (1.1.0)\n",
      "Requirement already satisfied: lxml>=2.1 in c:\\users\\76451\\anaconda\\lib\\site-packages (from pyquery->requests-html) (4.5.2)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in c:\\users\\76451\\anaconda\\lib\\site-packages (from requests->requests-html) (3.0.4)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\76451\\anaconda\\lib\\site-packages (from requests->requests-html) (2020.6.20)\n",
      "Requirement already satisfied: idna<3,>=2.5 in c:\\users\\76451\\anaconda\\lib\\site-packages (from requests->requests-html) (2.10)\n",
      "Requirement already satisfied: six>=1.4.1 in c:\\users\\76451\\anaconda\\lib\\site-packages (from w3lib->requests-html) (1.15.0)\n"
     ]
    }
   ],
   "source": [
    "!pip install requests-html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 0.markdown 介绍你的爬虫项目（数据挖掘项目）\n",
    "\n",
    "#  1.url模板可以自动生成关键词 （构建参数模板）\n",
    "\n",
    "# 2.分类部分（任选3个构建参数模板）希望有工作职能\n",
    "# 3.页面内容\n",
    "# ** 3额外.如果批量时出现网站抓取慢或者报错，可以尝试time.sleep(?)+ random(15,30)\n",
    "# 4.尝试翻页(登录会有更多数据)\n",
    "# 5.详细页内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# session = HTMLSession()\n",
    "# r = session.get(\"https://www.51job.com/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://search.51job.com/list/030000,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\"\n",
    "\n",
    "headers = {\n",
    "    \n",
    "}\n",
    "session = HTMLSession()\n",
    "r = session.get(url,headers=headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030000,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'<!DOCTYPE html>\\r\\n<html>\\r\\n<head>\\r\\n    <meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge,chrome=1\">\\r\\n    <link rel=\"icon\" href=\"/favicon.ico\" type=\"image/x-icon\"/>\\r\\n    <meta http-equiv=\"Content-Type\" content=\"text/html; charset=gbk\">\\n    <title>【广东省,产品经理招聘，求职】-前程无忧</title>\\n    <meta name=\"description\" content=\"前程无忧为您提供广东省,产品经理招聘，求职信息。网聚全国各城市的人才信息，找好工作，找好员工，上前程无忧。\">\\n    <meta name=\"keywords\" content=\"找工作,求职,人才,招聘\">\\n    <meta name=\"mobile-agent\" content=\"format=html5; url=https://m.51job.com/search/joblist.php?jobarea=030000&keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&partner=webmeta\">\\n    <meta name=\"mobile-agent\" content=\"format=xhtml; url=https://m.51job.com/search/joblist.php?jobarea=030000&keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&partner=webmeta\">\\n    <meta name=\"robots\" content=\"all\">\\n    <meta http-equiv=\"Expires\" content=\"0\">\\n    <meta http-equiv=\"Cache-Control\" content=\"no-cache\">\\n    <meta http-equiv=\"Pragma\" content=\"no-cache\">\\n    <link rel=\"dns-prefetch\" href=\"//js.51jobcdn.com\">\\n    <link rel=\"dns-prefetch\" href=\"//img01.51jobcdn.com\">\\n    <link rel=\"dns-prefetch\" href=\"//img02.51jobcdn.com\">\\n    <link rel=\"dns-prefetch\" href=\"//img03.51jobcdn.com\">\\n    <link rel=\"dns-prefetch\" href=\"//img04.51jobcdn.com\">\\n    <link rel=\"dns-prefetch\" href=\"//img05.51jobcdn.com\">\\n    <link rel=\"dns-prefetch\" href=\"//img06.51jobcdn.com\">\\n    <script language=\"javascript\" src=\"//js.51jobcdn.com/in/js/2016/jquery.js?20180319\"></script>\\r\\n    <script language=\"javascript\">\\n    var _tkd = _tkd || []; //点击量统计用\\n    var lang = [];\\n    var supporthttps = 1; //浏览器是否支持https\\n    var currenthttps = (window.location.protocol === \\'https:\\') ? \\'1\\' : \\'0\\'; //当前是否为https\\n    var systemtime = 1621748941383;\\n    var d_system_client_time = systemtime - new Date().getTime();\\n    var trackConfig = {\\n        \\'guid\\': \\'\\',\\n        \\'ip\\': \\'117.136.12.201\\',\\n        \\'accountid\\': \\'\\',\\n        \\'refpage\\': \\'\\',\\n        \\'refdomain\\': \\'\\',\\n        \\'domain\\': \\'search.51job.com\\',\\n        \\'pageName\\': \\'index.php\\',\\n        \\'partner\\': \\'\\',\\n        \\'islanding\\': \\'0\\',\\n        \\'fromdomain\\': \\'51job_pc\\',\\n    };\\n    window.cfg = {\\n        lang:\\'c\\',\\n        domain : {\\n            my : \\'http://my.51job.com\\',\\n            login : \\'https://login.51job.com\\',\\n            search : \\'https://search.51job.com\\',\\n            www : \\'//www.51job.com\\',\\n            jobs : \\'https://jobs.51job.com\\',\\n            jianli : \\'https://jianli.51job.com\\',\\n            i : \\'//i.51job.com\\',\\n            jc : \\'//jc.51job.com\\',\\n            map : \\'https://map.51job.com\\',\\n            m : \\'https://m.51job.com\\',\\n            cdn : \\'//js.51jobcdn.com\\',\\n            help : \\'https://help.51job.com\\',\\n            img : \\'//img02.51jobcdn.com\\',\\n            dj : \\'//dj.51job.com\\',\\n            mdj : \\'//mdj.51job.com\\',\\n            mq : \\'//mq.51job.com\\',\\n            mmq : \\'//mmq.51job.com\\',\\n            kbc : \\'https://kbc.51job.com\\',\\n            mtr : \\'https://medu.51job.com\\',\\n            tr : \\'https://edu.51job.com\\',\\n        }\\n    };\\n\\nwindow.cfg.lang = \\'c\\';\\nwindow.cfg.fullLang = \\'Chinese\\';\\nwindow.cfg.url = {\\nroot : \\'https://search.51job.com\\',\\nimage : \\'//img05.51jobcdn.com/im/2009\\',\\nimage_search : \\'//img02.51jobcdn.com/im/2009/search\\',\\ni : \\'//i.51job.com\\'\\n}\\nwindow.cfg.fileName = \\'index.php\\';\\nwindow.cfg.root = \\'https://search.51job.com\\';\\nwindow.cfg.root_userset_ajax = \\'//i.51job.com/userset/ajax\\';\\nwindow.cfg.isSearchDomain = \\'1\\';\\nwindow.cfg.langs = {\\nsqzwml : \\'applyjob\\',\\nqzzwqdg : \\'请在要选择的职位前打勾!\\',\\nmyml : \\'my\\',\\nts_qxjzw : \\'请选择职位\\',\\nqueren : \\'确认\\',\\nguanbi : \\'关闭\\',\\nnzdnxj : \\'您最多能选择\\',\\nxiang : \\'项\\',\\nxzdq : \\'选择地区\\',\\nxj_xg : \\'选择/修改\\',\\nzycs : \\'主要城市\\',\\nsysf : \\'所有省份\\',\\ntspd : \\'特殊频道\\',\\nbuxian : \\'不限\\',\\nqingxj : \\'请选择\\',\\nyixuan : \\'已选\\',\\nznlb : \\'职能类别\\',\\nhylb : \\'行业类别\\',\\ngzdd : \\'工作地点\\',\\nquanbu : \\'全部\\',\\nzhineng : \\'职能\\',\\nhangye : \\'行业\\',\\ndidian : \\'地点\\',\\nqsrgjz : \\'请输入关键字\\',\\nsrpcgjz : \\'输入排除关键字\\'\\n}\\nwindow.cfg.stype = \\'1\\';\\nwindow.cfg.isJobview = \\'1\\';\\n</script>\\n<script type=\"text/javascript\" src=\"//js.51jobcdn.com/in/js/2016/pointtrack.js?20210511\"></script>\\n\\n    <script language=\"javascript\" src=\"//js.51jobcdn.com/in/js/2016/login/jquery.placeholder.min.js\"></script>\\n    <link href=\"//js.51jobcdn.com/in/resource/css/2021/search/common.e08e7725.css\" rel=\"stylesheet\">\\n<link href=\"//js.51jobcdn.com/in/resource/css/2021/search/index.68d65703.css\" rel=\"stylesheet\">\\n<link href=\"//js.51jobcdn.com/in/resource/css/2021/search/utils.header.91d43fda.css\" rel=\"stylesheet\">\\n</head>\\r\\n<body>\\r\\n<script type=\"text/javascript\" src=\"//js.51jobcdn.com/in/resource/js/2021/search/utils.header.2bf76207.js\"></script>\\n<div class=\"header\">\\r\\n    <!-- bar start -->\\r\\n    <div class=\"bar\">\\r\\n        <div class=\"in\">\\r\\n            <div class=\"language\">\\r\\n                <ul id=\"languagelist\">\\r\\n                    <li class=\"tle\"><span class=\"list\">简</span></li><li><a href=\"http://big5.51job.com/gate/big5/www.51job.com/\" rel=\"external nofollow\">繁</a></li><li class=\"last\"><a href=\"//www.51job.com/default-e.php\" rel=\"external nofollow\">EN</a></li>                    <script language=\"javascript\">\\r\\n                        if(location.hostname == \"big5.51job.com\")\\r\\n                        {\\r\\n                            $(\\'#languagelist li span\\').html(\"繁\");\\r\\n                            $(\\'#languagelist li:nth-child(2) a\\').html(\"简\");\\r\\n                            $(\\'#languagelist li:nth-child(2) a\\').attr(\\'href\\',\\'javascript:void(0)\\');\\r\\n                            $(\\'#languagelist li:nth-child(2) a\\').click(function(){location.href=window.cfg.domain.www});\\r\\n                            $(\\'#languagelist li:nth-child(3) a\\').attr(\\'href\\',\\'javascript:void(0)\\');\\r\\n                            $(\\'#languagelist li:nth-child(3) a\\').click(function(){location.href=window.cfg.domain.www+\"/default-e.php\"});\\r\\n                        }\\r\\n                    </script>\\r\\n                </ul>\\r\\n            </div>\\r\\n            <span class=\"l\">&nbsp;</span>\\r\\n            <div class=\"app\">\\r\\n                <ul>\\r\\n                    <li><em class=\"e_icon\"></em><a href=\"http://app.51job.com/index.html\">APP下载</a></li>\\r\\n                    <li>\\r\\n                        <img width=\"80\" height=\"80\" src=\"//img01.51jobcdn.com/im/2016/code/new_app.png\" alt=\"app download\">\\r\\n                        <p><a href=\"http://app.51job.com/index.html\">APP下载</a></a></p>\\r\\n                    </li>\\r\\n                </ul>\\r\\n            </div>\\r\\n            <div class=\"uer\">\\r\\n                                    <p class=\"op\">\\r\\n                        <a href=\"https://login.51job.com/login.php?lang=c&url=http%3A%2F%2Fsearch.51job.com%2Flist%2F030000%2C000000%2C0000%2C00%2C9%2C99%2C%2525E4%2525BA%2525A7%2525E5%252593%252581%2525E7%2525BB%25258F%2525E7%252590%252586%2C2%2C1.html%3Flang%3Dc%26postchannel%3D0000%26workyear%3D99%26cotype%3D99%26degreefrom%3D99%26jobterm%3D99%26companysize%3D99%26ord_field%3D0%26dibiaoid%3D0%26line%3D%26welfare%3D\" rel=\"external nofollow\">登录</a> / <a href=\"https://login.51job.com/register.php?lang=c&url=http%3A%2F%2Fsearch.51job.com%2Flist%2F030000%2C000000%2C0000%2C00%2C9%2C99%2C%2525E4%2525BA%2525A7%2525E5%252593%252581%2525E7%2525BB%25258F%2525E7%252590%252586%2C2%2C1.html%3Flang%3Dc%26postchannel%3D0000%26workyear%3D99%26cotype%3D99%26degreefrom%3D99%26jobterm%3D99%26companysize%3D99%26ord_field%3D0%26dibiaoid%3D0%26line%3D%26welfare%3D\" rel=\"external nofollow\">注册</a>                    </p>\\r\\n                            </div>\\r\\n\\t\\t\\t<p class=\"rlk\">\\r\\n                <a href=\"//baike.51job.com\" target=\"_blank\">职场百科</a>\\r\\n                <span class=\"lb\">&nbsp;</span>\\r\\n                <a href=\"//wenku.51job.com\" target=\"_blank\">职场文库</a>\\r\\n                <span class=\"lb\">&nbsp;</span>\\r\\n                <a href=\"https://jobs.51job.com\" target=\"_blank\">招聘信息</a>                <span class=\"lb\">&nbsp;</span>\\r\\n                <a href=\"https://ehire.51job.com\" target=\"_blank\">企业服务</a>            </p>\\r\\n        </div>\\r\\n    </div>\\r\\n    <!-- top end -->\\r\\n    <!-- 英文版为body添加class -->\\r\\n    <script>\\r\\n            </script>\\r\\n    <!-- nag start -->\\r\\n    <div class=\"pop-city\" style=\"display:none;position: absolute; z-index: 1000;\" id=\"area_channel_layer\">\\n    <div class=\"tle\">\\n        地区选择        <em class=\"close\" onclick=\"jvascript:$(\\'#area_channel_layer,#area_channel_layer_backdrop\\').hide();\"></em>\\n    </div>\\n    <div class=\"pcon\">\\n        <div class=\"ht\">\\n            <label>热门城市</label><a href=\"//www.51job.com/beijing/\">北京</a><a href=\"//www.51job.com/shanghai/\">上海</a><a href=\"//www.51job.com/guangzhou/\">广州</a><a href=\"//www.51job.com/shenzhen/\">深圳</a><a href=\"//www.51job.com/wuhan/\">武汉</a><a href=\"//www.51job.com/xian/\">西安</a><a href=\"//www.51job.com/hangzhou/\">杭州</a><a href=\"//www.51job.com/nanjing/\">南京</a><a href=\"//www.51job.com/chengdu/\">成都</a><a href=\"//www.51job.com/chongqing/\">重庆</a>        </div>\\n        <div class=\"cbox\">\\n            <ul  id=\"area_channel_layer_list\">\\n                <li class=\"on\" onclick=\"areaChannelChangeTab(\\'abc\\', this)\">A B C</li>\\n                <li onclick=\"areaChannelChangeTab(\\'def\\', this)\">D E F</li>\\n                <li onclick=\"areaChannelChangeTab(\\'gh\\', this)\">G H</li>\\n                <li onclick=\"areaChannelChangeTab(\\'jkl\\', this)\">J K L</li>\\n                <li onclick=\"areaChannelChangeTab(\\'mnp\\', this)\">M N P</li>\\n                <li onclick=\"areaChannelChangeTab(\\'qrs\\', this)\">Q R S</li>\\n                <li onclick=\"areaChannelChangeTab(\\'twx\\', this)\">T W X</li>\\n                <li onclick=\"areaChannelChangeTab(\\'yz\\', this)\">Y Z</li>\\n            </ul>\\n            <div class=\"clst\"  id=\"area_channel_layer_all\">\\n                    <div class=\"e\" name=\"area_channel_div_abc\">\\r\\n        <span><a href=\"//www.51job.com/anshan/\">鞍山</a></span>\\r\\n        <span><a href=\"//www.51job.com/anqing/\">安庆</a></span>\\r\\n        <span><a href=\"//www.51job.com/anyang/\">安阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/beijing/\">北京</a></span>\\r\\n        <span><a href=\"//www.51job.com/baotou/\">包头</a></span>\\r\\n        <span><a href=\"//www.51job.com/baoding/\">保定</a></span>\\r\\n        <span><a href=\"//www.51job.com/bengbu/\">蚌埠</a></span>\\r\\n        <span><a href=\"//www.51job.com/baoji/\">宝鸡</a></span>\\r\\n        <span><a href=\"//www.51job.com/binzhou/\">滨州</a></span>\\r\\n        <span><a href=\"//www.51job.com/changchun/\">长春</a></span>\\r\\n        <span><a href=\"//www.51job.com/changsha/\">长沙</a></span>\\r\\n        <span><a href=\"//www.51job.com/chengdu/\">成都</a></span>\\r\\n        <span><a href=\"//www.51job.com/chongqing/\">重庆</a></span>\\r\\n        <span><a href=\"//www.51job.com/changzhou/\">常州</a></span>\\r\\n        <span><a href=\"//www.51job.com/changde/\">常德</a></span>\\r\\n        <span><a href=\"//www.51job.com/changshu/\">常熟</a></span>\\r\\n        <span><a href=\"//www.51job.com/cangzhou/\">沧州</a></span>\\r\\n        <span><a href=\"//www.51job.com/chaozhou/\">潮州</a></span>\\r\\n        <span><a href=\"//www.51job.com/chenzhou/\">郴州</a></span>\\r\\n        <span><a href=\"//www.51job.com/chifeng/\">赤峰</a></span>\\r\\n        <span><a href=\"//www.51job.com/chuzhou/\">滁州</a></span>\\r\\n        <span><a href=\"//www.51job.com/changzhi/\">长治</a></span>\\r\\n    </div>\\r\\n    <div class=\"e\" name=\"area_channel_div_def\" style=\"display:none\">\\r\\n        <span><a href=\"//www.51job.com/dalian/\">大连</a></span>\\r\\n        <span><a href=\"//www.51job.com/dongguan/\">东莞</a></span>\\r\\n        <span><a href=\"//www.51job.com/dandong/\">丹东</a></span>\\r\\n        <span><a href=\"//www.51job.com/daqing/\">大庆</a></span>\\r\\n        <span><a href=\"//www.51job.com/dazhou/\">达州</a></span>\\r\\n        <span><a href=\"//www.51job.com/datong/\">大同</a></span>\\r\\n        <span><a href=\"//www.51job.com/deyang/\">德阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/dezhou/\">德州</a></span>\\r\\n        <span><a href=\"//www.51job.com/dongying/\">东营</a></span>\\r\\n        <span><a href=\"//www.51job.com/errduosi/\">鄂尔多斯</a></span>\\r\\n        <span><a href=\"//www.51job.com/ezhou/\">鄂州</a></span>\\r\\n        <span><a href=\"//www.51job.com/fuzhou/\">福州</a></span>\\r\\n        <span><a href=\"//www.51job.com/foshan/\">佛山</a></span>\\r\\n        <span><a href=\"//www.51job.com/fushun/\">抚顺</a></span>\\r\\n        <span><a href=\"//www.51job.com/fuzhoue/\">抚州</a></span>\\r\\n        <span><a href=\"//www.51job.com/fuyang/\">阜阳</a></span>\\r\\n    </div>\\r\\n    <div class=\"e\" name=\"area_channel_div_gh\" style=\"display:none\">\\r\\n        <span><a href=\"//www.51job.com/guangzhou/\">广州</a></span>\\r\\n        <span><a href=\"//www.51job.com/guiyang/\">贵阳</a></span>\\r\\n       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href=\"//www.51job.com/handan/\">邯郸</a></span>\\r\\n        <span><a href=\"//www.51job.com/hanzhong/\">汉中</a></span>\\r\\n        <span><a href=\"//www.51job.com/heyuan/\">河源</a></span>\\r\\n        <span><a href=\"//www.51job.com/heze/\">菏泽</a></span>\\r\\n        <span><a href=\"//www.51job.com/hengshui/\">衡水</a></span>\\r\\n        <span><a href=\"//www.51job.com/huaihua/\">怀化</a></span>\\r\\n        <span><a href=\"//www.51job.com/huaibei/\">淮北</a></span>\\r\\n        <span><a href=\"//www.51job.com/huainan/\">淮南</a></span>\\r\\n        <span><a href=\"//www.51job.com/huanggang/\">黄冈</a></span>\\r\\n        <span><a href=\"//www.51job.com/huangshi/\">黄石</a></span>\\r\\n    </div>\\r\\n    <div class=\"e\" name=\"area_channel_div_jkl\" style=\"display:none\">\\r\\n        <span><a href=\"//www.51job.com/jinan/\">济南</a></span>\\r\\n        <span><a href=\"//www.51job.com/jiaxing/\">嘉兴</a></span>\\r\\n        <span><a href=\"//www.51job.com/jinhua/\">金华</a></span>\\r\\n        <span><a href=\"//www.51job.com/jilin/\">吉林</a></span>\\r\\n        <span><a href=\"//www.51job.com/jiangmen/\">江门</a></span>\\r\\n        <span><a href=\"//www.51job.com/jingzhou/\">荆州</a></span>\\r\\n        <span><a href=\"//www.51job.com/jining/\">济宁</a></span>\\r\\n        <span><a href=\"//www.51job.com/jiujiang/\">九江</a></span>\\r\\n        <span><a href=\"//www.51job.com/jian/\">吉安</a></span>\\r\\n        <span><a href=\"//www.51job.com/jiaozuo/\">焦作</a></span>\\r\\n        <span><a href=\"//www.51job.com/jieyang/\">揭阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/jinzhou/\">锦州</a></span>\\r\\n        <span><a href=\"//www.51job.com/jinzhong/\">晋中</a></span>\\r\\n        <span><a href=\"//www.51job.com/jingmen/\">荆门</a></span>\\r\\n        <span><a href=\"//www.51job.com/kunming/\">昆明</a></span>\\r\\n        <span><a href=\"//www.51job.com/kunshan/\">昆山</a></span>\\r\\n        <span><a href=\"//www.51job.com/kaifeng/\">开封</a></span>\\r\\n        <span><a href=\"//www.51job.com/lanzhou/\">兰州</a></span>\\r\\n        <span><a href=\"//www.51job.com/langfang/\">廊坊</a></span>\\r\\n        <span><a href=\"//www.51job.com/linyi/\">临沂</a></span>\\r\\n        <span><a href=\"//www.51job.com/luoyang/\">洛阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/lianyungang/\">连云港</a></span>\\r\\n        <span><a href=\"//www.51job.com/liuzhou/\">柳州</a></span>\\r\\n        <span><a href=\"//www.51job.com/leshan/\">乐山</a></span>\\r\\n        <span><a href=\"//www.51job.com/liaocheng/\">聊城</a></span>\\r\\n        <span><a href=\"//www.51job.com/linfen/\">临汾</a></span>\\r\\n        <span><a href=\"//www.51job.com/luan/\">六安</a></span>\\r\\n        <span><a href=\"//www.51job.com/loudi/\">娄底</a></span>\\r\\n        <span><a href=\"//www.51job.com/luzhou/\">泸州</a></span>\\r\\n        <span><a href=\"//www.51job.com/luohe/\">漯河</a></span>\\r\\n    </div>\\r\\n    <div class=\"e\" name=\"area_channel_div_mnp\" style=\"display:none\">\\r\\n        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href=\"//www.51job.com/pingdingshan/\">平顶山</a></span>\\r\\n        <span><a href=\"//www.51job.com/putian/\">莆田</a></span>\\r\\n        <span><a href=\"//www.51job.com/puyang/\">濮阳</a></span>\\r\\n    </div>\\r\\n    <div class=\"e\" name=\"area_channel_div_qrs\" style=\"display:none\">\\r\\n        <span><a href=\"//www.51job.com/qingdao/\">青岛</a></span>\\r\\n        <span><a href=\"//www.51job.com/quanzhou/\">泉州</a></span>\\r\\n        <span><a href=\"//www.51job.com/qinhuangdao/\">秦皇岛</a></span>\\r\\n        <span><a href=\"//www.51job.com/qingyuan/\">清远</a></span>\\r\\n        <span><a href=\"//www.51job.com/qiqihaer/\">齐齐哈尔</a></span>\\r\\n        <span><a href=\"//www.51job.com/quzhou/\">衢州</a></span>\\r\\n        <span><a href=\"//www.51job.com/qujing/\">曲靖</a></span>\\r\\n        <span><a href=\"//www.51job.com/rizhao/\">日照</a></span>\\r\\n        <span><a href=\"//www.51job.com/shanghai/\">上海</a></span>\\r\\n        <span><a href=\"//www.51job.com/shenzhen/\">深圳</a></span>\\r\\n        <span><a href=\"//www.51job.com/shenyang/\">沈阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/shijiazhuang/\">石家庄</a></span>\\r\\n        <span><a href=\"//www.51job.com/suzhou/\">苏州</a></span>\\r\\n        <span><a href=\"//www.51job.com/sanya/\">三亚</a></span>\\r\\n        <span><a href=\"//www.51job.com/shaoxing/\">绍兴</a></span>\\r\\n        <span><a href=\"//www.51job.com/shantou/\">汕头</a></span>\\r\\n        <span><a href=\"//www.51job.com/shanwei/\">汕尾</a></span>\\r\\n        <span><a href=\"//www.51job.com/shangqiu/\">商丘</a></span>\\r\\n        <span><a href=\"//www.51job.com/shangrao/\">上饶</a></span>\\r\\n        <span><a href=\"//www.51job.com/shaoguan/\">韶关</a></span>\\r\\n        <span><a href=\"//www.51job.com/shaoyang/\">邵阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/shiyan/\">十堰</a></span>\\r\\n        <span><a href=\"//www.51job.com/suizhou/\">随州</a></span>\\r\\n        <span><a href=\"//www.51job.com/suining/\">遂宁</a></span>\\r\\n        <span><a href=\"//www.51job.com/suqian/\">宿迁</a></span>\\r\\n        <span><a href=\"//www.51job.com/suzhoue/\">宿州</a></span>\\r\\n    </div>\\r\\n    <div class=\"e\" name=\"area_channel_div_twx\" style=\"display:none\">\\r\\n        <span><a href=\"//www.51job.com/tianjin/\">天津</a></span>\\r\\n        <span><a href=\"//www.51job.com/taiyuan/\">太原</a></span>\\r\\n        <span><a href=\"//www.51job.com/taizhoue/\">台州</a></span>\\r\\n        <span><a href=\"//www.51job.com/tangshan/\">唐山</a></span>\\r\\n        <span><a href=\"//www.51job.com/taizhou/\">泰州</a></span>\\r\\n        <span><a href=\"//www.51job.com/tieling/\">铁岭</a></span>\\r\\n        <span><a href=\"//www.51job.com/taian/\">泰安</a></span>\\r\\n        <span><a href=\"//www.51job.com/wuhan/\">武汉</a></span>\\r\\n        <span><a href=\"//www.51job.com/wuxi/\">无锡</a></span>\\r\\n        <span><a href=\"//www.51job.com/wenzhou/\">温州</a></span>\\r\\n        <span><a href=\"//www.51job.com/urumqi/\">乌鲁木齐</a></span>\\r\\n        <span><a href=\"//www.51job.com/wuhu/\">芜湖</a></span>\\r\\n        <span><a href=\"//www.51job.com/weifang/\">潍坊</a></span>\\r\\n        <span><a href=\"//www.51job.com/weihai/\">威海</a></span>\\r\\n        <span><a href=\"//www.51job.com/weinan/\">渭南</a></span>\\r\\n        <span><a href=\"//www.51job.com/xian/\">西安</a></span>\\r\\n        <span><a href=\"//www.51job.com/xiamen/\">厦门</a></span>\\r\\n        <span><a href=\"//www.51job.com/xuzhou/\">徐州</a></span>\\r\\n        <span><a href=\"//www.51job.com/xiangyang/\">襄阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/xiangtan/\">湘潭</a></span>\\r\\n        <span><a href=\"//www.51job.com/xianyang/\">咸阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/xining/\">西宁</a></span>\\r\\n        <span><a href=\"//www.51job.com/xianning/\">咸宁</a></span>\\r\\n        <span><a href=\"//www.51job.com/xiaogan/\">孝感</a></span>\\r\\n        <span><a href=\"//www.51job.com/xinxiang/\">新乡</a></span>\\r\\n        <span><a href=\"//www.51job.com/xinyang/\">信阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/xingtai/\">邢台</a></span>\\r\\n        <span><a href=\"//www.51job.com/xuchang/\">许昌</a></span>\\r\\n        <span><a href=\"//www.51job.com/xuancheng/\">宣城</a></span>\\r\\n    </div>\\r\\n    <div class=\"e\" name=\"area_channel_div_yz\" style=\"display:none\">\\r\\n        <span><a href=\"//www.51job.com/yantai/\">烟台</a></span>\\r\\n        <span><a href=\"//www.51job.com/yangzhou/\">扬州</a></span>\\r\\n        <span><a href=\"//www.51job.com/yichang/\">宜昌</a></span>\\r\\n        <span><a href=\"//www.51job.com/yancheng/\">盐城</a></span>\\r\\n        <span><a href=\"//www.51job.com/yiwu/\">义乌</a></span>\\r\\n        <span><a href=\"//www.51job.com/yingkou/\">营口</a></span>\\r\\n        <span><a href=\"//www.51job.com/yinchuan/\">银川</a></span>\\r\\n        <span><a href=\"//www.51job.com/yangjiang/\">阳江</a></span>\\r\\n        <span><a href=\"//www.51job.com/yibin/\">宜宾</a></span>\\r\\n        <span><a href=\"//www.51job.com/yichune/\">宜春</a></span>\\r\\n        <span><a href=\"//www.51job.com/yiyang/\">益阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/yongzhou/\">永州</a></span>\\r\\n        <span><a href=\"//www.51job.com/yulin/\">玉林</a></span>\\r\\n        <span><a href=\"//www.51job.com/yueyang/\">岳阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/yuncheng/\">运城</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhangzhou/\">漳州</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhengzhou/\">郑州</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhongshan/\">中山</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhuhai/\">珠海</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhenjiang/\">镇江</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhuzhou/\">株洲</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhanjiang/\">湛江</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhaoqing/\">肇庆</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhangjiagang/\">张家港</a></span>\\r\\n        <span><a href=\"//www.51job.com/zibo/\">淄博</a></span>\\r\\n        <span><a href=\"//www.51job.com/zaozhuang/\">枣庄</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhangjiakou/\">张家口</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhoukou/\">周口</a></span>\\r\\n        <span><a href=\"//www.51job.com/zhumadian/\">驻马店</a></span>\\r\\n        <span><a href=\"//www.51job.com/zunyi/\">遵义</a></span>\\r\\n    </div>\\r\\n            </div>\\n            <div class=\"clear\"></div>\\n        </div>\\n    </div>\\n</div>\\n\\n<div id=\"area_channel_layer_backdrop\" class=\"layer_back_drop_class\" style=\"z-index:999;position:absolute;z-index:999;left:0;top:0;display:none\"></div>\\n<script>\\n\\n    $(document).ready(function(){\\n        $(window).resize(function(){\\n            if(!$(\"#area_channel_layer\").is(\":hidden\"))\\n            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style=\"font-size:14px;color:#666;\">简历模板</li>\\r\\n\\t\\t\\t\\t<li class=\"st_one\"><a target=\"_blank\" href=\"https://jianli.51job.com/\">个人简历模板</a></li>\\r\\n\\t\\t\\t\\t<li class=\"st_one\"><a target=\"_blank\" href=\"https://jianli.51job.com/fengmian/\">简历封面</a></li>\\r\\n\\t\\t\\t\\t<li class=\"st_one\"><a target=\"_blank\" href=\"https://jianli.51job.com/biaoge/\">简历表格</a></li>\\r\\n\\t\\t\\t\\t<li class=\"st_one\"><a target=\"_blank\" href=\"https://jianli.51job.com/jianlifanwen/\">简历范文</a></li>\\r\\n\\t\\t\\t\\t<li class=\"st_one\"><a target=\"_blank\" href=\"https://jianli.51job.com/jianliyangben/\">简历样本</a></li>\\r\\n\\t\\t\\t\\t<li class=\"st_one\"><a target=\"_blank\" href=\"https://jianli.51job.com/gaoxiao/\">高校简历</a></li>\\r\\n\\t\\t\\t\\t<li class=\"st_one\"><a target=\"_blank\" href=\"https://jianli.51job.com/zhuanye/\">专业简历</a></li>\\r\\n\\t\\t\\t</ul>\\r\\n    </div>\\r\\n</div>            </div>\\r\\n            <!--地区招聘 end-->\\r\\n            <div 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href=\"//jianli.51job.com/xiaohui/347.html\" title=\"深圳大学\">深圳大学</a></li><li><a target=\"_blank\" href=\"//jianli.51job.com/jianliyangben/\" title=\"简历样本\"><strong>简历样本</strong></a><span style=\"color:#266EBA\"> | </span><a target=\"_blank\" href=\"//jianli.51job.com/jianliyangben/126.html\" title=\"业务员简历样本\">业务员简历样本</a></li></ul></div><div><ul class=\"resumeGuide\"><li><a target=\"_blank\" href=\"//jianli.51job.com/biaoge/\" title=\"个人简历表格\"><strong>个人简历表格</strong></a><span style=\"color:#266EBA\"> | </span><a target=\"_blank\" href=\"//jianli.51job.com/biaoge/1323.html\" title=\"电子商务专业本科毕业生个人简历表格\">电子商务专业...</a></li><li><a target=\"_blank\" href=\"//jianli.51job.com/xiaohui/\" title=\"高校校徽下载\"><strong>高校校徽下载</strong></a><span style=\"color:#266EBA\"> | </span><a target=\"_blank\" href=\"//jianli.51job.com/xiaohui/346.html\" title=\"上海理工大学\">上海理工大学</a></li><li><a target=\"_blank\" href=\"//jianli.51job.com/fengmian/\" title=\"简历封面\"><strong>简历封面</strong></a><span 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title=\"简历范文\"><strong>简历范文</strong></a><span style=\"color:#266EBA\"> | </span><a target=\"_blank\" href=\"//jianli.51job.com/jianlifanwen/14356.html\" title=\"商务总监简历范文\">商务总监简历范文</a></li><li><a target=\"_blank\" href=\"//jianli.51job.com/zhuanye/\" title=\"专业简历模板\"><strong>专业简历模板</strong></a><span style=\"color:#266EBA\"> | </span><a target=\"_blank\" href=\"//jianli.51job.com/zhuanye/192.html\" title=\"广播电视新闻专业\">广播电视新闻...</a></li></ul></div><div><ul class=\"resumeGuide\"><li><a target=\"_blank\" href=\"//jianli.51job.com/biaoge/\" title=\"个人简历表格\"><strong>个人简历表格</strong></a><span style=\"color:#266EBA\"> | </span><a target=\"_blank\" href=\"//jianli.51job.com/biaoge/1271.html\" title=\"应届毕业生个人简历表格\">应届毕业生个...</a></li><li><a target=\"_blank\" href=\"//jianli.51job.com/gaoxiao/\" title=\"高校简历模板\"><strong>高校简历模板</strong></a><span style=\"color:#266EBA\"> | </span><a target=\"_blank\" href=\"//jianli.51job.com/gaoxiao/128.html\" title=\"同济大学高校简历模版\">同济大学高校...</a></li></ul></div>        </div>\\r\\n    </div>\\r\\n</div>        </div>\\r\\n    </div>\\r\\n</div>\\r\\n\\r\\n\\r\\n<div class=\"footer\">\\n    <div class=\"in\">\\n        <div class=\"nag\">\\n            <div class=\"e e_first\">\\n                <label>销售热线：</label>400-886-0051&nbsp;&nbsp;027-87810888<br>\\n                <label>客服热线：</label>400-620-5100<br>\\n                <label>Email：</label><a href=\"mailto:club@51job.com\" rel=\"external nofollow\">club@51job.com</a>（个人）<br>\\n                <a href=\"mailto:hr@51job.com\" rel=\"external nofollow\">hr@51job.com</a>（公司）            </div>\\n            <div class=\"e\">\\n                <strong>简介</strong><br>\\n                <a href=\"//www.51job.com/bo/AboutUs.php\" target=\"_blank\">关于我们</a><br>\\n                <a href=\"//www.51job.com/bo/service.php\" target=\"_blank\">服务声明</a><br>\\n                <a href=\"//www.51job.com/bo/private.php\" target=\"_blank\">隐私条款</a><br>\\n                <a href=\"https://media.51job.com/media.php\" target=\"_blank\">媒体报道</a><br>\\n                <a href=\"https://ir.51job.com/ir/IRMain.php\" target=\"_blank\">Investor Relations</a>\\n            </div>\\n            <div class=\"e\">\\n                <strong>合作</strong><br>\\n                <a href=\"//www.51job.com/bo/jobs/new_joinus.php\" target=\"_blank\">加入我们</a><br>\\n                <a href=\"//www.51job.com/bo/contact.php\" target=\"_blank\">联系我们</a><br>\\n                <a href=\"//www.51job.com/link.php\" target=\"_blank\">友情链接</a>            </div>\\n            <div class=\"e\">\\n                <strong>帮助</strong><br>\\n                <a href=\"https://help.51job.com/home.html\" target=\"_blank\">帮助中心</a><br>\\n                <a href=\"https://help.51job.com/qa.html?from=b\" target=\"_blank\">常见问题</a><br>\\n                <a href=\"https://help.51job.com/guide.html?from=d\" target=\"_blank\">新手引导</a>            </div>\\n            <div class=\"e\">\\n                <strong>导航</strong><br>\\n                <a href=\"//www.51job.com/sitemap/site_Navigate.php\" target=\"_blank\">网站地图</a><br>\\n                <a href=\"https://search.51job.com\" target=\"_blank\">职位搜索</a><br>\\n                <a href=\"//i.51job.com/resume/resume_center.php?lang=c\">简历中心</a>            </div>\\n            <div class=\"code c_first\">\\n                <img width=\"80\" height=\"80\" src=\"//img06.51jobcdn.com/im/2016/code/new_app.png\" alt=\"APP下载\">\\n                <span><a href=\"http://app.51job.com/index.html\">APP下载</a></span>\\n            </div>\\n            <div class=\"code\">\\n                <img width=\"80\" height=\"80\" src=\"//img01.51jobcdn.com/im/2016/code/web_fuwuhao_bottom.png\" alt=\"微信服务号\">\\n                <span>微信服务号</span>\\n            </div>\\n            <div class=\"clear\"></div>\\n        </div>\\n\\n        <p class=\"note nag\">\\n            <span>未经51Job同意，不得转载本网站之所有招聘信息及作品 | 无忧工作网版权所有&copy;1999-2021</span>\\n    </p>    </div>\\n</div>\\n</body>\\n</html><!--引用js-->\\n<script type=\"text/javascript\" src=\"//js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js\"></script>\\n<script type=\"text/javascript\" src=\"//js.51jobcdn.com/in/resource/js/2021/search/index.b1d5970a.js\"></script>\\n<script>\\r\\nApp.$on(\\'fetchDataEnd\\', function (data) {\\r\\n    $(\\'#banner_ads\\').html(data.banner_ads);\\r\\n});\\r\\n</script>'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.html.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "script_list = r.html.xpath('//script')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'http://js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "script=r.html.xpath('//script')\n",
    "script=script[-3]\n",
    "script_url=\"http:\"+script.html.split(\"\\\"\")[3]\n",
    "script_url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res=session.get(script_url)\n",
    "res"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 解析url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://www.51job.com/\"\n",
    "session = HTMLSession()\n",
    "r = session.get(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "分类_xpath = '//div[@class=\"cn hlist\"]//div[@class=\"e\"]//p[@class=\"tie\"]//a'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<Element 'a' target='_blank' title='互联网/电子商务' track-type='indKeyword' href='https://search.51job.com/list/040000,000000,0000,32,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='>,\n",
       " <Element 'a' target='_blank' title='金融/投资/证券' track-type='indKeyword' href='https://search.51job.com/list/040000,000000,0000,03,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='>,\n",
       " <Element 'a' target='_blank' title='汽车' track-type='indKeyword' href='https://search.51job.com/list/040000,000000,0000,33,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='>,\n",
       " <Element 'a' target='_blank' title='房地产' track-type='indKeyword' href='https://search.51job.com/list/040000,000000,0000,26,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.html.xpath(分类_xpath)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 工作职能"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "工作职能 = [list(i.absolute_links)[0] for i in r.html.xpath(分类_xpath)]\n",
    "工作职能"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: '互联网/电子商务', 1: '金融/投资/证券', 2: '汽车', 3: '房地产'}"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "工作职能_str = [\"互联网/电子商务\",\"金融/投资/证券\",\"汽车\",\"房地产\"]\n",
    "{k:i for k,i in enumerate(工作职能_str)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'0100': '后端开发',\n",
       " '0121': 'Java开发工程师',\n",
       " '0120': 'PHP开发工程师',\n",
       " '0122': 'C/C++开发工程师',\n",
       " '0124': 'Python开发工程师',\n",
       " '0126': '.NET开发工程师',\n",
       " '0153': 'C#开发工程师',\n",
       " '0151': 'Ruby开发工程师',\n",
       " '0152': 'Go开发工程师',\n",
       " '0130': '大数据开发工程师',\n",
       " '0129': 'Hadoop工程师',\n",
       " '0131': '爬虫开发工程师',\n",
       " '0132': '脚本开发工程师',\n",
       " '0133': '多媒体开发工程师',\n",
       " '0155': 'GIS工程师',\n",
       " '0154': '全栈工程师',\n",
       " '0117': 'ERP技术开发',\n",
       " '0128': '区块链开发',\n",
       " '0106': '高级软件工程师',\n",
       " '0107': '软件工程师',\n",
       " '0143': '系统架构设计师',\n",
       " '0123': '系统分析员',\n",
       " '0149': '技术文员/助理',\n",
       " '0150': '技术文档工程师',\n",
       " '0142': '其他',\n",
       " 7700: '移动开发',\n",
       " 7701: 'Android开发工程师',\n",
       " 7702: 'iOS开发工程师',\n",
       " 7705: '小程序开发工程师',\n",
       " 7703: '移动开发工程师',\n",
       " 7704: '其他',\n",
       " 7200: '前端开发',\n",
       " 7201: 'Web前端开发',\n",
       " 7202: 'HTML5开发工程师',\n",
       " 7203: '其他',\n",
       " 7300: '人工智能',\n",
       " 7301: '机器学习工程师',\n",
       " 7302: '深度学习工程师',\n",
       " 7303: '图像算法工程师',\n",
       " 7304: '图像处理工程师',\n",
       " 7305: '图像识别工程师',\n",
       " 7306: '语音识别工程师',\n",
       " 7307: '机器视觉工程师',\n",
       " 7308: '自然语言处理(NLP)',\n",
       " 7309: '算法工程师',\n",
       " 7310: '推荐算法工程师',\n",
       " 7311: '搜索算法工程师',\n",
       " 7312: '其他',\n",
       " 7800: '游戏',\n",
       " 7801: '游戏策划师',\n",
       " 7802: '游戏系统策划',\n",
       " 7803: '游戏数值策划',\n",
       " 7804: '游戏关卡策划',\n",
       " 7805: '游戏文案策划/剧情策划',\n",
       " 7806: '游戏界面设计师',\n",
       " 7820: '游戏角色设计师',\n",
       " 7817: '游戏特效设计师',\n",
       " 7822: 'UE4特效师',\n",
       " 7818: '游戏动作设计师',\n",
       " 7819: '游戏场景设计师',\n",
       " 7807: '游戏原画师',\n",
       " 7808: '游戏动画师',\n",
       " 7809: '游戏开发工程师',\n",
       " 7810: 'Cocos2d-x开发工程师',\n",
       " 7811: 'Unity3d开发工程师',\n",
       " 7823: 'UE4开发工程师',\n",
       " 7812: '游戏客户端开发工程师',\n",
       " 7813: '游戏服务端开发工程师',\n",
       " 7821: '游戏测试',\n",
       " 7814: '游戏运营',\n",
       " 7815: '电子竞技运营',\n",
       " 7816: '其他',\n",
       " 7400: '视觉/交互设计',\n",
       " 7420: '平面设计总监',\n",
       " 7421: '平面设计经理/主管',\n",
       " 7413: '平面设计师',\n",
       " 7419: '美工/电商设计师',\n",
       " 7412: 'UI设计师',\n",
       " 7403: '视觉设计师',\n",
       " 7401: '网页设计师',\n",
       " 7404: '用户体验（UE/UX）设计师',\n",
       " 7402: '交互设计师',\n",
       " 7422: '动画/3D设计',\n",
       " 7407: '特效设计师',\n",
       " 7418: '原画师',\n",
       " 7417: '绘画',\n",
       " 7416: '多媒体设计',\n",
       " 7406: 'Flash设计师',\n",
       " 7408: '音效设计师',\n",
       " 7409: '计算机辅助设计工程师',\n",
       " 7410: '仿真应用工程师',\n",
       " 7405: '网站架构设计师',\n",
       " 7411: '其他',\n",
       " '0900': '工业/艺术设计',\n",
       " '0919': '工业设计/产品设计',\n",
       " '0927': '包装设计',\n",
       " '0925': '展览/展示/店面设计',\n",
       " '0940': '家具设计',\n",
       " '0941': '家居设计',\n",
       " '0934': '照明设计',\n",
       " '0936': '陈列设计',\n",
       " '0920': '工艺品/珠宝设计鉴定',\n",
       " '0929': '玩具设计',\n",
       " '0921': '其他',\n",
       " 2700: '测试',\n",
       " 2707: '软件测试工程师',\n",
       " 2718: '功能测试',\n",
       " 2719: '性能测试',\n",
       " 2724: '安全测试',\n",
       " 2720: '自动化测试',\n",
       " 2721: '移动端测试',\n",
       " 2722: '测试开发',\n",
       " 2726: '测试总监',\n",
       " 2705: '测试经理',\n",
       " 2723: '测试主管',\n",
       " 2706: '系统测试',\n",
       " 2704: '标准化工程师',\n",
       " 2725: '测试工程师',\n",
       " 2711: '其他',\n",
       " 7900: '运维/技术支持',\n",
       " 7901: '运维工程师',\n",
       " 7920: '自动化运维工程师',\n",
       " 7902: '系统工程师',\n",
       " 7903: '数据库工程师(DBA)',\n",
       " 7904: '系统集成工程师',\n",
       " 7905: 'ERP实施顾问',\n",
       " 7906: '网络安全工程师',\n",
       " 7915: '运维开发',\n",
       " 7907: '网站维护工程师',\n",
       " 7908: '技术支持/维护经理',\n",
       " 7909: '技术支持/维护工程师',\n",
       " 7910: '配置管理工程师',\n",
       " 7912: 'IT经理/IT主管',\n",
       " 7913: '网络工程师(IT工程师)',\n",
       " 7914: '网络管理(Helpdesk)',\n",
       " 7916: '网络维修',\n",
       " 7917: '手机维修',\n",
       " 7918: '电脑维修',\n",
       " 7919: '其他',\n",
       " 7500: '数据',\n",
       " 7502: '数据分析经理/主管',\n",
       " 7501: '数据分析师',\n",
       " 7503: 'ETL开发工程师',\n",
       " 7504: 'BI工程师',\n",
       " 7505: '数据仓库工程师',\n",
       " 7506: '数据采集工程师',\n",
       " 7507: '数据建模工程师',\n",
       " 7508: '数据治理工程师',\n",
       " 7509: '其他',\n",
       " 6600: '产品',\n",
       " 6604: '产品总监',\n",
       " 6602: '产品经理/主管',\n",
       " 6605: '互联网产品经理',\n",
       " 6606: '移动产品经理',\n",
       " 6607: '用户产品经理',\n",
       " 6608: '电商产品经理',\n",
       " 6601: '产品专员',\n",
       " 6603: '产品助理',\n",
       " 6609: '需求工程师',\n",
       " 6610: '其他',\n",
       " 8000.0: '运营',\n",
       " 8050: '运营总监',\n",
       " 8049: '运营经理',\n",
       " 8048: '运营主管',\n",
       " 8047: '运营专员',\n",
       " 8053: '运营助理',\n",
       " 8030: '网站运营总监',\n",
       " 8003: '网站运营经理/主管',\n",
       " 8016: '网站运营专员',\n",
       " 8032: '网络推广总监',\n",
       " 8033: '网络推广经理/主管',\n",
       " 8034: '网络推广专员',\n",
       " 8024: 'SEO/SEM',\n",
       " 8046: '信息流优化师',\n",
       " 8010: '新媒体运营',\n",
       " 8059: '直播运营',\n",
       " 8055: '微信运营',\n",
       " 8054: '微博运营',\n",
       " 8041: '用户运营',\n",
       " 8058: '社区/社群运营',\n",
       " 8042: '活动运营',\n",
       " 8043: '内容运营',\n",
       " 8051: '品类运营',\n",
       " 8044: '数据运营',\n",
       " 8045: '线下运营',\n",
       " 8057: '产品运营',\n",
       " 8007: '网站编辑',\n",
       " 8052: '内容审核',\n",
       " 8006: '网站策划',\n",
       " 8011: '其他',\n",
       " 6100: '电子商务',\n",
       " 6111: '电商总监',\n",
       " 6110: '电商经理/电商主管',\n",
       " 6109: '电商专员',\n",
       " 6102: '电商运营',\n",
       " 6112: '跨境电商运营',\n",
       " 6101: '网店店长',\n",
       " 6103: '网店店铺管理员',\n",
       " 6104: '网店客服',\n",
       " 6105: '店铺推广',\n",
       " 6107: '网店模特',\n",
       " 6108: '其他',\n",
       " 2600: '技术管理',\n",
       " 2611: '首席技术执行官CTO',\n",
       " 2612: '首席信息官CIO',\n",
       " 2602: '技术总监/经理',\n",
       " 2605: '项目总监',\n",
       " 2606: '项目经理',\n",
       " 2607: '项目主管',\n",
       " 2608: '项目执行/协调人员',\n",
       " 2610: '项目助理',\n",
       " 2609: '其他',\n",
       " 6700: '半导体/芯片',\n",
       " 6701: '集成电路IC设计/应用工程师',\n",
       " 6727: '芯片架构工程师',\n",
       " 6728: 'FPGA开发工程师',\n",
       " 6729: 'MEMS工程师',\n",
       " 6730: '射频芯片设计',\n",
       " 6731: '模拟芯片工程师',\n",
       " 6722: '版图设计工程师',\n",
       " 6732: '模拟版图工程师',\n",
       " 6733: '数字前端工程师',\n",
       " 6702: 'IC验证工程师',\n",
       " 6734: 'FPGA原型验证工程师',\n",
       " 6735: 'EDA工程师',\n",
       " 6736: '可测性设计工程师(DFT)',\n",
       " 6737: '数字后端工程师',\n",
       " 6738: '芯片测试工程师',\n",
       " 6712: 'FAE 现场应用工程师',\n",
       " 6723: '半导体工艺工程师',\n",
       " 6740: '工艺整合工程师(PIE)',\n",
       " 6739: '半导体设备工程师',\n",
       " 6741: '失效分析工程师(FA)',\n",
       " 6760: '封装工程师',\n",
       " 6744: '封装研发工程师',\n",
       " 6750: '半导体测试工程师',\n",
       " 6746: '芯片销售工程师',\n",
       " 6761: '半导体器件工程师',\n",
       " 6747: '半导体文档工程师',\n",
       " 6748: '半导体产品经理/产品工程师',\n",
       " 6707: '半导体技术',\n",
       " 6749: '其他',\n",
       " 2900: '电子/电器/仪器仪表',\n",
       " 2903: '电子工程师/技术员',\n",
       " 2964: 'PCB工程师',\n",
       " 2917: '电子技术研发工程师',\n",
       " 2909: '电子软件开发(ARM/MCU...)',\n",
       " 2962: '电子元器件工程师',\n",
       " 2951: '电子工艺工程师',\n",
       " 2965: 'SMT工程师',\n",
       " 2959: '电子设备工程师',\n",
       " 2920: '电子/电器维修工程师/技师',\n",
       " 2910: '嵌入式软件开发(Linux/单片机/PLC/DSP…)',\n",
       " 2919: '嵌入式硬件开发(主板机…)',\n",
       " 2955: '硬件工程师',\n",
       " 2956: '高级硬件工程师',\n",
       " 2957: '硬件测试工程师',\n",
       " 2904: '电气工程师/技术员',\n",
       " 2966: 'PLC工程师',\n",
       " 2905: '电路工程师/技术员(模拟/数字)',\n",
       " 2906: '电声/音响工程师/技术员',\n",
       " 2911: '电池/电源开发',\n",
       " 2914: '仪器/仪表/计量分析师',\n",
       " 2958: '计量工程师',\n",
       " 2918: '激光/光电子技术',\n",
       " 2921: '变压器与磁电工程师',\n",
       " 2913: '家用电器/数码产品研发',\n",
       " 2908: '自动控制工程师/技术员',\n",
       " 2963: '机器人调试工程师',\n",
       " 2925: '安防系统工程师',\n",
       " 2952: '电子销售工程师',\n",
       " 2953: '电子文档工程师',\n",
       " 2954: '电子产品经理/产品工程师',\n",
       " 2916: '其他',\n",
       " 2800: '通信技术开发及应用',\n",
       " 2801: '通信技术工程师',\n",
       " 2803: '无线通信工程师',\n",
       " 2802: '有线传输工程师',\n",
       " 2815: '射频工程师',\n",
       " 2805: '数据通信工程师',\n",
       " 2807: '通信网络工程师',\n",
       " 2819: '核心网工程师',\n",
       " 2818: '基站工程师',\n",
       " 2820: '通信设备工程师',\n",
       " 2808: '通信电源工程师',\n",
       " 2804: '电信交换工程师',\n",
       " 2814: '光通信工程师',\n",
       " 2816: '通信测试工程师',\n",
       " 2817: '通信销售工程师',\n",
       " 2812: '通信文档工程师',\n",
       " 2813: '通信产品经理/产品工程师',\n",
       " 2821: '通信项目管理',\n",
       " 2809: '其他',\n",
       " '0200': '销售管理',\n",
       " '0201': '销售总监',\n",
       " '0202': '销售经理',\n",
       " '0203': '销售主管',\n",
       " '0232': '业务拓展主管/经理',\n",
       " '0233': '渠道/分销总监',\n",
       " '0207': '渠道/分销经理',\n",
       " '0220': '渠道/分销主管',\n",
       " '0235': '大客户管理',\n",
       " '0208': '客户经理/主管',\n",
       " '0230': '区域销售总监',\n",
       " '0226': '区域销售经理',\n",
       " '0236': '区域销售主管',\n",
       " '0237': '城市经理',\n",
       " '0234': '团购经理/主管',\n",
       " '0231': '其他',\n",
       " 3000.0: '销售人员',\n",
       " 3009: '大客户销售',\n",
       " 3001: '销售代表',\n",
       " 3014: '区域销售代表',\n",
       " 3002: '渠道/分销专员',\n",
       " 3003: '客户代表',\n",
       " 3004: '销售工程师',\n",
       " 3005: '电话销售',\n",
       " 3017: '地推专员',\n",
       " 3016: '门店销售',\n",
       " 3015: '海外销售',\n",
       " 3010: '网络销售/在线销售',\n",
       " 3013: '直播销售',\n",
       " 3008: '团购业务员',\n",
       " 3006: '经销商',\n",
       " 3011: '会籍顾问',\n",
       " 3012: '销售助理',\n",
       " 3007: '其他',\n",
       " 3100: '销售行政及商务',\n",
       " 3101: '销售行政经理/主管',\n",
       " 3102: '销售行政专员',\n",
       " 3108: '业务分析经理/主管',\n",
       " 3109: '业务分析专员/助理',\n",
       " 3103: '商务经理',\n",
       " 3104: '商务主管/专员',\n",
       " 3105: '商务助理',\n",
       " 3106: '销售行政助理',\n",
       " 3107: '其他',\n",
       " 3200: '客服及支持',\n",
       " 3201: '客服总监',\n",
       " 3202: '客服经理',\n",
       " 3203: '客服主管',\n",
       " 3204: '客服专员/助理',\n",
       " 3210: '客户关系经理/主管',\n",
       " 3205: '售前/售后技术支持经理',\n",
       " 3206: '售前/售后技术支持主管',\n",
       " 3207: '售前/售后技术支持工程师',\n",
       " 3208: '咨询热线/呼叫中心服务人员',\n",
       " 3213: '网络/在线客服',\n",
       " 3211: '投诉专员',\n",
       " 3212: 'VIP专员',\n",
       " 3209: '其他',\n",
       " '0400': '财务/审计/税务',\n",
       " '0444': '首席财务官 CFO',\n",
       " '0401': '财务总监',\n",
       " '0402': '财务经理',\n",
       " '0458': '财务专员',\n",
       " '0445': '财务顾问',\n",
       " '0403': '财务主管/总账主管',\n",
       " '0422': '财务助理/财务文员',\n",
       " '0406': '财务分析经理/主管',\n",
       " '0407': '财务分析员',\n",
       " '0448': '固定资产会计',\n",
       " '0404': '会计经理/会计主管',\n",
       " '0405': '会计',\n",
       " '0457': '会计助理',\n",
       " '0408': '成本经理/成本主管',\n",
       " '0409': '成本管理员',\n",
       " '0414': '出纳员',\n",
       " '0449': '资金经理/主管',\n",
       " '0450': '资金专员',\n",
       " '0410': '审计经理/主管',\n",
       " '0419': '审计专员/助理',\n",
       " '0411': '税务经理/税务主管',\n",
       " '0412': '税务专员/助理',\n",
       " '0446': '统计员',\n",
       " '0443': '其他',\n",
       " 3300: '金融/证券/期货/投资',\n",
       " 3301: '证券/期货/外汇经纪人',\n",
       " 3302: '证券分析师',\n",
       " 3319: '期货分析师',\n",
       " 3316: '量化研究',\n",
       " 3320: '证券交易员',\n",
       " 3303: '股票/期货操盘手',\n",
       " 3304: '金融/经济研究员',\n",
       " 3312: '金融产品经理',\n",
       " 3315: '金融产品销售',\n",
       " 3317: '机构业务销售',\n",
       " 3322: '投资总监',\n",
       " 3323: '投资经理',\n",
       " 3341: '基金经理',\n",
       " 3325: '投资顾问',\n",
       " 3326: '理财顾问',\n",
       " 3307: '投资银行业务',\n",
       " 3313: '投资银行财务分析',\n",
       " 3308: '融资经理/融资主管',\n",
       " 3309: '融资专员',\n",
       " 3318: '营业部总经理/副总经理',\n",
       " 3314: '风险管理/控制',\n",
       " 3324: '资产管理',\n",
       " 3310: '拍卖/担保/典当业务',\n",
       " 3311: '其他',\n",
       " 2200: '银行',\n",
       " 2207: '行长/副行长',\n",
       " 2231: '银行客户总监',\n",
       " 2223: '个人业务部门经理/主管',\n",
       " 2224: '个人业务客户经理',\n",
       " 2225: '公司业务部门经理/主管',\n",
       " 2226: '公司业务客户经理',\n",
       " 2227: '综合业务经理/主管',\n",
       " 2228: '综合业务专员',\n",
       " 2233: '理财经理',\n",
       " 2208: '资产评估/分析',\n",
       " 2209: '风险控制',\n",
       " 2215: '信贷管理',\n",
       " 3340: '催收',\n",
       " 2229: '信审核查',\n",
       " 2210: '进出口/信用证结算',\n",
       " 2212: '外汇交易',\n",
       " 2211: '清算人员',\n",
       " 2213: '高级客户经理/客户经理',\n",
       " 2214: '客户主管/专员',\n",
       " 2230: '营业部大堂经理',\n",
       " 2222: '信用卡销售',\n",
       " 2232: '呼叫中心客服',\n",
       " 2216: '银行柜员',\n",
       " 2234: '小微信贷专员',\n",
       " 2221: '其他',\n",
       " 3400: '保险',\n",
       " 3401: '保险精算师',\n",
       " 3402: '保险产品开发/项目策划',\n",
       " 3403: '保险业务经理/主管',\n",
       " 3404: '保险经纪人/保险代理',\n",
       " 3414: '保险电销',\n",
       " 3407: '保险核保',\n",
       " 3408: '保险理赔',\n",
       " 3409: '保险客户服务/续期管理',\n",
       " 3410: '保险培训师',\n",
       " 3411: '保险内勤',\n",
       " 3413: '契约管理',\n",
       " 3405: '理财顾问/财务规划师',\n",
       " 3406: '储备经理人',\n",
       " 3415: '保险业务推动/督导',\n",
       " 3412: '其他',\n",
       " 3500: '生产/营运',\n",
       " 3501: '工厂经理/厂长',\n",
       " 3502: '总工程师/副总工程师',\n",
       " 3513: '项目总监',\n",
       " 3503: '项目经理/主管',\n",
       " 3504: '项目工程师',\n",
       " 3505: '营运经理',\n",
       " 3506: '营运主管',\n",
       " 3514: '生产总监',\n",
       " 3507: '生产经理/车间主任',\n",
       " 3509: '生产主管',\n",
       " 3515: '生产领班/组长',\n",
       " 3508: '生产计划/物料管理(PMC)',\n",
       " 3512: '生产文员',\n",
       " 3518: '生产跟单',\n",
       " 3516: '设备主管',\n",
       " 3510: '化验员',\n",
       " 3517: '厂务',\n",
       " 3511: '其他',\n",
       " 3600: '质量安全',\n",
       " 3601: '质量管理/测试经理(QA/QC经理)',\n",
       " 3602: '质量管理/测试主管(QA/QC主管)',\n",
       " 3603: '质量管理/测试工程师(QA/QC工程师)',\n",
       " 3605: '可靠度工程师',\n",
       " 3606: '故障分析工程师',\n",
       " 3607: '认证工程师',\n",
       " 3608: '体系工程师',\n",
       " 3604: '质检员/测试员(QC)',\n",
       " 3615: '审核员',\n",
       " 3609: '环境/健康/安全经理/主管（EHS）',\n",
       " 3610: '环境/健康/安全工程师（EHS）',\n",
       " 3614: '安全员',\n",
       " 3611: '供应商管理',\n",
       " 3612: '采购材料、设备质量管理',\n",
       " 3613: '其他',\n",
       " '0500': '工程/机械/能源',\n",
       " '0510': '技术研发经理/主管',\n",
       " '0511': '技术研发工程师',\n",
       " '0547': '产品工艺/制程工程师',\n",
       " '0559': '产品规划工程师',\n",
       " '0584': '项目管理',\n",
       " '0512': '实验室负责人/工程师',\n",
       " '0513': '工程/设备经理',\n",
       " '0514': '工程/设备主管',\n",
       " '0515': '工程/设备工程师',\n",
       " '0523': '工程/机械绘图员',\n",
       " '0560': '工业工程师',\n",
       " '0582': '材料工程师',\n",
       " '0539': '机械工程师',\n",
       " '0561': '结构工程师',\n",
       " '0548': '模具工程师',\n",
       " '0544': '机电工程师',\n",
       " '0586': '机械设计',\n",
       " '0587': '模具设计',\n",
       " '0580': '维修经理/主管',\n",
       " '0537': '维修工程师',\n",
       " '0581': '装配工程师/技师',\n",
       " '0562': '铸造/锻造工程师/技师',\n",
       " '0563': '注塑工程师/技师',\n",
       " '0564': '焊接工程师/技师',\n",
       " '0565': '夹具工程师/技师',\n",
       " '0566': 'CNC工程师',\n",
       " '0567': '冲压工程师/技师',\n",
       " '0568': '锅炉工程师/技师',\n",
       " '0569': '电力工程师/技术员',\n",
       " '0570': '光源与照明工程',\n",
       " '0583': '光伏系统工程师',\n",
       " '0571': '汽车/摩托车工程师',\n",
       " '0572': '船舶工程师',\n",
       " '0575': '轨道交通工程师/技术员',\n",
       " '0576': '飞机维修机械师',\n",
       " '0573': '飞行器设计与制造',\n",
       " '0577': '水利/水电工程师',\n",
       " '0585': '空调/热能工程师',\n",
       " '0578': '石油天然气技术人员',\n",
       " '0579': '矿产勘探/地质勘测工程师',\n",
       " '0574': '其他',\n",
       " 7100: '汽车研发设计',\n",
       " 7101: '汽车项目管理',\n",
       " 7102: '汽车设计工程师',\n",
       " 7103: '车身/造型设计',\n",
       " 7104: '汽车结构工程师',\n",
       " 7105: '内外饰工程师',\n",
       " 7106: '汽车电子工程师',\n",
       " 7107: '电气/电器工程师',\n",
       " 7108: '附件系统工程师',\n",
       " 7109: '动力总成工程师',\n",
       " 7110: '发动机工程师',\n",
       " 7111: '底盘工程师',\n",
       " 7112: '汽车安全性能工程师',\n",
       " 7113: '汽车试验工程师',\n",
       " 7114: '新能源电池工程师',\n",
       " 7115: '新能源电控工程师',\n",
       " 7116: '新能源电机工程师',\n",
       " 7117: '汽车标定工程师',\n",
       " 7118: '发动机匹配工程师',\n",
       " 7119: '车联网工程师',\n",
       " 7120: '智能驾驶工程师',\n",
       " 7121: '研发总监/部长/专家',\n",
       " 7122: '其他',\n",
       " 5400: '汽车制造',\n",
       " 5404: '汽车质量工程师',\n",
       " 5421: '供应商质量工程师',\n",
       " 5422: '前期质量工程师',\n",
       " 5423: '过程质量工程师',\n",
       " 5424: '客户质量工程师',\n",
       " 5406: '汽车装配工艺工程师',\n",
       " 5425: '总装工程师',\n",
       " 5426: '焊接工艺工程师',\n",
       " 5427: '冲压工艺工程师',\n",
       " 5428: '涂装工艺工程师',\n",
       " 5411: '其他',\n",
       " 5900: '汽车销售与服务',\n",
       " 5903: '汽车销售/经纪人',\n",
       " 5902: '售后服务/客户服务',\n",
       " 5916: '汽车金融销售',\n",
       " 5918: '汽车金融经理',\n",
       " 5917: '汽车金融专员',\n",
       " 5915: '车险定损/理赔',\n",
       " 5907: '汽车修理工',\n",
       " 5905: '汽车检验/检测',\n",
       " 5906: '汽车装饰美容',\n",
       " 5913: '汽车钣金',\n",
       " 5914: '汽车喷漆',\n",
       " 5912: '汽车电工',\n",
       " 5908: '洗车工',\n",
       " 5901: '4S店经理/维修站经理',\n",
       " 5904: '二手车评估师',\n",
       " 5910: '加油站工作员',\n",
       " 5911: '其他',\n",
       " 3700: '技工普工',\n",
       " 3710: '普工/操作工',\n",
       " 3701: '技工',\n",
       " 3707: '叉车司机/铲车司机',\n",
       " 3728: '吊车司机',\n",
       " 3729: '挖掘机司机',\n",
       " 3715: '组装工',\n",
       " 3716: '包装工',\n",
       " 3703: '焊工',\n",
       " 3717: '氩弧焊工',\n",
       " 3706: '电工',\n",
       " 3718: '电力线路工',\n",
       " 3719: '旋压工',\n",
       " 3720: '仪表工',\n",
       " 3721: '电镀工',\n",
       " 3722: '喷塑工',\n",
       " 3709: '水工',\n",
       " 3723: '木工',\n",
       " 3724: '漆工',\n",
       " 3708: '空调工',\n",
       " 3725: '电梯工',\n",
       " 3726: '锅炉工',\n",
       " 3730: '3D打印操作员',\n",
       " 3727: '学徒工',\n",
       " 3713: '其他',\n",
       " 3800: '服装/纺织/皮革',\n",
       " 3812: '服装/纺织设计总监',\n",
       " 3801: '服装/纺织设计',\n",
       " 3813: '服装/纺织/皮革工艺师',\n",
       " 3802: '面料辅料开发',\n",
       " 3803: '面料辅料采购',\n",
       " 3804: '服装/纺织/皮革跟单',\n",
       " 3814: '服装领班',\n",
       " 3805: '服装纺织质检员(QA/QC)',\n",
       " 3806: '板房/楦头/底格出格师',\n",
       " 3811: '电脑放码员',\n",
       " 3808: '纸样师/车板工',\n",
       " 3809: '裁床',\n",
       " 3807: '打样/制版',\n",
       " 3815: '裁剪工',\n",
       " 3816: '缝纫工',\n",
       " 3817: '手缝工',\n",
       " 3818: '烫工',\n",
       " 3819: '样衣工',\n",
       " 3820: '纺织工',\n",
       " 3821: '针织工',\n",
       " 3822: '配色工',\n",
       " 3823: '印染工',\n",
       " 3824: '漂染工',\n",
       " 3825: '挡车工',\n",
       " 3826: '整经工',\n",
       " 3827: '细纱工',\n",
       " 3828: '浆纱工',\n",
       " 3810: '其他',\n",
       " 3900: '采购',\n",
       " 3901: '采购总监',\n",
       " 3902: '采购经理',\n",
       " 3903: '采购主管',\n",
       " 3904: '采购员',\n",
       " 3905: '采购助理',\n",
       " 3908: '买手',\n",
       " 3909: '供应商开发',\n",
       " 3907: '其他',\n",
       " 4000.0: '贸易',\n",
       " 4001: '贸易/外贸经理/主管',\n",
       " 4002: '贸易/外贸专员/助理',\n",
       " 4009: '外贸销售',\n",
       " 4003: '国内贸易人员',\n",
       " 4004: '业务跟单经理',\n",
       " 4005: '高级业务跟单',\n",
       " 4006: '业务跟单',\n",
       " 4007: '助理业务跟单',\n",
       " 4008: '其他',\n",
       " '0800': '物流/仓储',\n",
       " '0827': '物流总监',\n",
       " '0801': '物流经理',\n",
       " '0802': '物流主管',\n",
       " '0814': '物流专员/助理',\n",
       " '0837': '物流销售',\n",
       " '0828': '供应链总监',\n",
       " '0825': '供应链经理',\n",
       " '0826': '供应链主管/专员',\n",
       " '0803': '物料经理',\n",
       " '0804': '物料主管/专员',\n",
       " '0808': '仓库经理/主管',\n",
       " '0809': '仓库管理员',\n",
       " '0840': '仓库文员',\n",
       " '0834': '订单处理员',\n",
       " '0810': '运输经理/主管',\n",
       " '0833': '项目经理/主管',\n",
       " '0829': '货运代理',\n",
       " '0830': '集装箱业务',\n",
       " '0832': '海关事务管理',\n",
       " '0811': '报关与报检',\n",
       " '0812': '单证员',\n",
       " '0815': '船务/空运陆运操作',\n",
       " '0813': '快递员',\n",
       " '0838': '分拣员',\n",
       " '0831': '调度员',\n",
       " '0835': '安检员',\n",
       " '0823': '仓储理货员',\n",
       " '0836': '搬运工',\n",
       " '0839': '装卸工',\n",
       " '0824': '其他',\n",
       " 4100: '生物/制药/医疗器械',\n",
       " 4101: '生物工程/生物制药',\n",
       " 4116: '化学分析测试员',\n",
       " 4103: '医药技术研发管理人员',\n",
       " 4104: '医药技术研发人员',\n",
       " 4126: '医药学术推广',\n",
       " 4105: '临床研究员',\n",
       " 4106: '临床协调员',\n",
       " 4127: '临床监查员',\n",
       " 4123: '临床数据分析员',\n",
       " 4107: '药品注册',\n",
       " 4108: '药品生产/质量管理',\n",
       " 4109: '药品市场推广经理',\n",
       " 4110: '药品市场推广主管/专员',\n",
       " 4120: '医药招商',\n",
       " 4121: '政府事务管理',\n",
       " 4122: '招投标管理',\n",
       " 4111: '医药销售经理/主管',\n",
       " 4112: '医药代表',\n",
       " 4102: '医药销售人员',\n",
       " 4117: '医疗器械注册',\n",
       " 4124: '医疗器械研发',\n",
       " 4118: '医疗器械生产/质量管理',\n",
       " 4113: '医疗器械市场推广',\n",
       " 4125: '医疗器械销售经理/主管',\n",
       " 4114: '医疗器械销售代表',\n",
       " 4119: '医疗器械维修人员',\n",
       " 4115: '其他',\n",
       " 5500: '化工',\n",
       " 5501: '化工技术应用/化工工程师',\n",
       " 5502: '化工实验室研究员/技术员',\n",
       " 5503: '涂料研发工程师',\n",
       " 5504: '配色技术员',\n",
       " 5505: '塑料工程师',\n",
       " 5506: '化妆品研发',\n",
       " 5507: '食品/饮料研发',\n",
       " 5509: '造纸研发',\n",
       " 5508: '其他',\n",
       " 1300: '医院/医疗/护理',\n",
       " 1302: '医院管理人员',\n",
       " 1328: '综合门诊/全科医生',\n",
       " 1301: '内科医生',\n",
       " 1317: '外科医生',\n",
       " 1318: '专科医生',\n",
       " 1319: '牙科医生',\n",
       " 1337: '妇产科医生',\n",
       " 1339: '眼科医生',\n",
       " 1320: '美容整形师',\n",
       " 1329: '医美咨询',\n",
       " 1308: '麻醉医生',\n",
       " 1327: '超声影像/放射科医师',\n",
       " 1321: '理疗师',\n",
       " 1322: '中医科医生',\n",
       " 1313: '针灸/推拿',\n",
       " 1325: '儿科医生',\n",
       " 1309: '心理医生',\n",
       " 1335: '心理咨询师',\n",
       " 1314: '营养师',\n",
       " 1330: '健康管理师',\n",
       " 1304: '药库主任/药剂师',\n",
       " 1310: '医学检验',\n",
       " 1331: '核酸检测员',\n",
       " 1323: '公共卫生/疾病控制',\n",
       " 1333: '消毒员',\n",
       " 1332: '防疫员',\n",
       " 1324: '护理主任/护士长',\n",
       " 1305: '护士/护理人员',\n",
       " 1336: '导医',\n",
       " 1315: '兽医',\n",
       " 1326: '验光师',\n",
       " 1311: '其他',\n",
       " 4200: '广告',\n",
       " 4201: '广告客户总监/副总监',\n",
       " 4202: '广告客户经理',\n",
       " 4203: '广告客户主管/专员',\n",
       " 4205: '广告创意总监',\n",
       " 4204: '广告创意/设计经理',\n",
       " 4206: '广告创意/设计主管/专员',\n",
       " 4212: '广告制作执行',\n",
       " 4213: '广告销售',\n",
       " 4211: '美术指导',\n",
       " 4207: '文案/策划',\n",
       " 4208: '企业/业务发展经理',\n",
       " 4209: '企业策划人员',\n",
       " 4210: '其他',\n",
       " 4300: '公关/媒介',\n",
       " 4315: '公关总监',\n",
       " 4301: '公关经理',\n",
       " 4302: '公关主管',\n",
       " 4303: '公关专员',\n",
       " 4304: '会务/会展经理',\n",
       " 4305: '会务/会展主管',\n",
       " 4306: '会务/会展专员',\n",
       " 4307: '媒介经理',\n",
       " 4308: '媒介主管',\n",
       " 4309: '媒介专员',\n",
       " 4310: '公关/媒介助理',\n",
       " 4312: '媒介销售',\n",
       " 4313: '活动策划',\n",
       " 4314: '活动执行',\n",
       " 4311: '其他',\n",
       " '0300': '市场/营销',\n",
       " '0301': '市场/营销/拓展总监',\n",
       " '0302': '市场/营销/拓展经理',\n",
       " '0303': '市场/营销/拓展主管',\n",
       " '0304': '市场/营销/拓展专员',\n",
       " '0305': '市场助理',\n",
       " '0340': '互联网营销师',\n",
       " '0324': '市场分析/调研人员',\n",
       " '0306': '产品/品牌经理',\n",
       " '0307': '产品/品牌主管',\n",
       " '0330': '产品/品牌专员',\n",
       " '0308': '市场通路经理/主管',\n",
       " '0335': '市场通路专员',\n",
       " '0336': '市场企划经理/主管',\n",
       " '0337': '市场企划专员',\n",
       " '0310': '促销经理',\n",
       " '0338': '选址拓展/新店开发',\n",
       " '0329': '其他',\n",
       " 4400: '影视/媒体',\n",
       " 4401: '影视策划/制作人员',\n",
       " 4402: '导演/编导',\n",
       " 4417: '编剧',\n",
       " 4418: '制片人',\n",
       " 4403: '艺术/设计总监',\n",
       " 4414: '艺术指导/舞台美术设计',\n",
       " 4404: '经纪人/星探',\n",
       " 4405: '主播/主持人',\n",
       " 4406: '摄影师/摄像师',\n",
       " 4411: '后期制作',\n",
       " 4416: '视频剪辑',\n",
       " 4407: '音效师',\n",
       " 4408: '配音员',\n",
       " 4415: '灯光师',\n",
       " 4412: '放映经理/主管',\n",
       " 4413: '放映员',\n",
       " 4410: '其他',\n",
       " 4500: '编辑出版',\n",
       " 4501: '总编/副总编',\n",
       " 4502: '编辑',\n",
       " 4517: '作家/撰稿人',\n",
       " 4503: '记者',\n",
       " 4516: '电话采编',\n",
       " 4504: '美术编辑',\n",
       " 4505: '排版设计',\n",
       " 4507: '出版/发行',\n",
       " 4508: '其他',\n",
       " 6900: '建筑规划与设计',\n",
       " 6919: '室内设计总监',\n",
       " 6918: '室内设计经理/主管',\n",
       " 6901: '室内设计',\n",
       " 6917: '室内设计师助理',\n",
       " 6902: '软装设计',\n",
       " 6903: '精装设计',\n",
       " 6920: '家装顾问',\n",
       " 6905: '建筑设计师',\n",
       " 6906: '钢结构设计',\n",
       " 6907: '幕墙设计',\n",
       " 6908: '建筑结构设计',\n",
       " 6909: '建筑制图/模型/渲染',\n",
       " 6911: '暖通设计',\n",
       " 6912: '给排水设计',\n",
       " 6910: '建筑机电设计',\n",
       " 6914: '园艺/园林/景观设计',\n",
       " 6913: '城市规划设计',\n",
       " 6904: '规划与设计',\n",
       " 6916: 'BIM工程师',\n",
       " 6915: '其他',\n",
       " 2100: '建筑工程与装潢',\n",
       " 2101: '建筑工程师',\n",
       " 2123: '高级建筑工程师/总工',\n",
       " 2104: '给排水/暖通工程',\n",
       " 2122: '幕墙工程师',\n",
       " 2103: '建筑机电工程师',\n",
       " 2125: '楼宇自动化',\n",
       " 2126: '智能大厦/综合布线/安防/弱电',\n",
       " 2146: '精装修工程师',\n",
       " 2147: '房修工程师',\n",
       " 2102: '结构/土木/土建工程师',\n",
       " 2118: '公路/桥梁/港口/隧道工程',\n",
       " 2119: '岩土工程',\n",
       " 2120: '测绘/测量',\n",
       " 2127: '开发报建',\n",
       " 2105: '工程造价师/预结算经理',\n",
       " 2124: '预结算员',\n",
       " 2106: '建筑工程管理/项目经理',\n",
       " 2133: '建筑项目助理',\n",
       " 2121: '建筑工程验收',\n",
       " 2107: '工程监理',\n",
       " 2132: '市政工程师',\n",
       " 2128: '合同管理',\n",
       " 2129: '安全员',\n",
       " 2130: '资料员',\n",
       " 2111: '建筑安装施工员',\n",
       " 2134: '砌筑工',\n",
       " 2135: '瓦工',\n",
       " 2136: '混凝土工',\n",
       " 2137: '浇注工',\n",
       " 2138: '钢筋工',\n",
       " 2139: '木工',\n",
       " 2140: '油漆工',\n",
       " 2141: '电梯工',\n",
       " 2142: '抹灰工',\n",
       " 2143: '施工开料工',\n",
       " 2144: '管道/暖通',\n",
       " 2145: '工长',\n",
       " 2112: '消防安全',\n",
       " 2116: '其他',\n",
       " 4600: '房地产开发',\n",
       " 4601: '房地产项目/策划经理',\n",
       " 4602: '房地产项目/策划主管/专员',\n",
       " 4604: '房地产投资管理',\n",
       " 4603: '房产项目配套工程师',\n",
       " 4608: '房地产项目招投标',\n",
       " 4610: '房地产投资分析',\n",
       " 4611: '房地产资产管理',\n",
       " 4612: '监察人员',\n",
       " 4607: '其他',\n",
       " 6000.0: '房地产销售与中介',\n",
       " 6009: '房地产销售经理/主管',\n",
       " 6010: '房地产销售',\n",
       " 6001: '房地产中介/置业顾问',\n",
       " 6002: '房地产评估',\n",
       " 6004: '房地产店长/经理',\n",
       " 6007: '房地产内勤',\n",
       " 6006: '房地产客服',\n",
       " 6008: '其他',\n",
       " 4700: '物业管理',\n",
       " 4702: '物业管理经理',\n",
       " 4714: '物业管理主管',\n",
       " 4703: '物业管理专员/助理',\n",
       " 4704: '招商/租赁/租售',\n",
       " 4719: '写字楼运营',\n",
       " 4717: '长租公寓管家/养老专员',\n",
       " 4701: '高级物业顾问/物业顾问',\n",
       " 4716: '前介工程师',\n",
       " 4705: '物业设施管理人员',\n",
       " 4715: '物业机电维修工',\n",
       " 4708: '物业机电工程师',\n",
       " 4706: '物业维修员',\n",
       " 4709: '停车管理员',\n",
       " 4710: '保安经理',\n",
       " 4711: '保安人员',\n",
       " 4712: '保洁',\n",
       " 4713: '绿化工',\n",
       " 4707: '其他',\n",
       " '0600': '人力资源',\n",
       " '0601': '人事总监',\n",
       " '0611': 'HRBP',\n",
       " '0602': '人事经理',\n",
       " '0603': '人事主管',\n",
       " '0604': '人事专员',\n",
       " '0605': '人事助理',\n",
       " '0606': '招聘经理/主管',\n",
       " '0626': '招聘专员/助理',\n",
       " '0607': '薪资福利经理/主管',\n",
       " '0608': '薪资福利专员/助理',\n",
       " '0627': '绩效考核经理/主管',\n",
       " '0628': '绩效考核专员/助理',\n",
       " '0609': '培训经理/主管',\n",
       " '0610': '培训专员/助理/培训师',\n",
       " '0629': '企业文化/员工关系/工会管理',\n",
       " '0630': '人力资源信息系统专员',\n",
       " '0635': '劳务派遣专员',\n",
       " '0625': '其他',\n",
       " '0700': '高级管理',\n",
       " '0701': '首席执行官CEO/总裁/总经理',\n",
       " '0707': '首席运营官COO',\n",
       " '0702': '副总经理/副总裁',\n",
       " '0704': '合伙人',\n",
       " '0705': '总监/部门经理',\n",
       " '0710': '策略发展总监',\n",
       " '0711': '企业秘书/董事会秘书',\n",
       " '0712': '投资者关系',\n",
       " '0708': '办事处首席代表',\n",
       " '0709': '办事处/分公司/分支机构经理',\n",
       " '0703': '总裁助理/总经理助理',\n",
       " '0706': '其他',\n",
       " 2300: '行政/后勤',\n",
       " 2301: '行政总监',\n",
       " 2302: '行政经理/主管/办公室主任',\n",
       " 2303: '行政专员/助理',\n",
       " 2304: '经理助理/秘书',\n",
       " 2311: '文员',\n",
       " 2310: '党工团干事',\n",
       " 2305: '前台接待/总机/接待生',\n",
       " 2307: '图书管理员/资料管理员',\n",
       " 2312: '档案管理员',\n",
       " 2308: '电脑操作员/打字员',\n",
       " 2306: '后勤',\n",
       " 2309: '其他',\n",
       " 1400: '咨询/顾问',\n",
       " 1401: '专业顾问',\n",
       " 1402: '咨询总监',\n",
       " 1403: '咨询经理',\n",
       " 1406: '专业培训师',\n",
       " 1404: '咨询员',\n",
       " 1409: '调研员',\n",
       " 1408: '猎头/人才中介',\n",
       " 1407: '情报信息分析人员',\n",
       " 1405: '其他',\n",
       " 1100: '律师/法务/合规',\n",
       " 1101: '律师/法律顾问',\n",
       " 1103: '律师助理',\n",
       " 1111: '法务总监',\n",
       " 1106: '法务经理',\n",
       " 1102: '法务主管/专员',\n",
       " 1107: '法务助理',\n",
       " 1109: '合规经理',\n",
       " 1110: '合规主管/专员',\n",
       " 1108: '知识产权/专利/商标',\n",
       " 1105: '其他',\n",
       " 1200: '教师',\n",
       " 1219: '英语老师',\n",
       " 1220: '数学老师',\n",
       " 1221: '语文老师',\n",
       " 1222: '物理老师',\n",
       " 1223: '化学老师',\n",
       " 1224: '日语老师',\n",
       " 1207: '幼教',\n",
       " 1225: '早教老师',\n",
       " 1228: '美术老师',\n",
       " 1233: '钢琴老师',\n",
       " ...}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "respond=res.content.decode('gbk').split(',function(e,t){window.it=')[1].split('},function(e,t)')[1].split('{window.ft=')[1]\n",
    "respond_dict=eval(respond)\n",
    "respond_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'0100': '后端开发',\n",
       " '0121': 'Java开发工程师',\n",
       " '0120': 'PHP开发工程师',\n",
       " '0122': 'C/C++开发工程师',\n",
       " '0124': 'Python开发工程师',\n",
       " '0126': '.NET开发工程师',\n",
       " '0153': 'C#开发工程师',\n",
       " '0151': 'Ruby开发工程师',\n",
       " '0152': 'Go开发工程师',\n",
       " '0130': '大数据开发工程师',\n",
       " '0129': 'Hadoop工程师',\n",
       " '0131': '爬虫开发工程师',\n",
       " '0132': '脚本开发工程师',\n",
       " '0133': '多媒体开发工程师',\n",
       " '0155': 'GIS工程师',\n",
       " '0154': '全栈工程师',\n",
       " '0117': 'ERP技术开发',\n",
       " '0128': '区块链开发',\n",
       " '0106': '高级软件工程师',\n",
       " '0107': '软件工程师',\n",
       " '0143': '系统架构设计师',\n",
       " '0123': '系统分析员',\n",
       " '0149': '技术文员/助理',\n",
       " '0150': '技术文档工程师',\n",
       " '0142': '其他',\n",
       " '7700': '移动开发',\n",
       " '7701': 'Android开发工程师',\n",
       " '7702': 'iOS开发工程师',\n",
       " '7705': '小程序开发工程师',\n",
       " '7703': '移动开发工程师',\n",
       " '7704': '其他',\n",
       " '7200': '前端开发',\n",
       " '7201': 'Web前端开发',\n",
       " '7202': 'HTML5开发工程师',\n",
       " '7203': '其他',\n",
       " '7300': '人工智能',\n",
       " '7301': '机器学习工程师',\n",
       " '7302': '深度学习工程师',\n",
       " '7303': '图像算法工程师',\n",
       " '7304': '图像处理工程师',\n",
       " '7305': '图像识别工程师',\n",
       " '7306': '语音识别工程师',\n",
       " '7307': '机器视觉工程师',\n",
       " '7308': '自然语言处理(NLP)',\n",
       " '7309': '算法工程师',\n",
       " '7310': '推荐算法工程师',\n",
       " '7311': '搜索算法工程师',\n",
       " '7312': '其他',\n",
       " '7800': '游戏',\n",
       " '7801': '游戏策划师',\n",
       " '7802': '游戏系统策划',\n",
       " '7803': '游戏数值策划',\n",
       " '7804': '游戏关卡策划',\n",
       " '7805': '游戏文案策划/剧情策划',\n",
       " '7806': '游戏界面设计师',\n",
       " '7820': '游戏角色设计师',\n",
       " '7817': '游戏特效设计师',\n",
       " '7822': 'UE4特效师',\n",
       " '7818': '游戏动作设计师',\n",
       " '7819': '游戏场景设计师',\n",
       " '7807': '游戏原画师',\n",
       " '7808': '游戏动画师',\n",
       " '7809': '游戏开发工程师',\n",
       " '7810': 'Cocos2d-x开发工程师',\n",
       " '7811': 'Unity3d开发工程师',\n",
       " '7823': 'UE4开发工程师',\n",
       " '7812': '游戏客户端开发工程师',\n",
       " '7813': '游戏服务端开发工程师',\n",
       " '7821': '游戏测试',\n",
       " '7814': '游戏运营',\n",
       " '7815': '电子竞技运营',\n",
       " '7816': '其他',\n",
       " '7400': '视觉/交互设计',\n",
       " '7420': '平面设计总监',\n",
       " '7421': '平面设计经理/主管',\n",
       " '7413': '平面设计师',\n",
       " '7419': '美工/电商设计师',\n",
       " '7412': 'UI设计师',\n",
       " '7403': '视觉设计师',\n",
       " '7401': '网页设计师',\n",
       " '7404': '用户体验（UE/UX）设计师',\n",
       " '7402': '交互设计师',\n",
       " '7422': '动画/3D设计',\n",
       " '7407': '特效设计师',\n",
       " '7418': '原画师',\n",
       " '7417': '绘画',\n",
       " '7416': '多媒体设计',\n",
       " '7406': 'Flash设计师',\n",
       " '7408': '音效设计师',\n",
       " '7409': '计算机辅助设计工程师',\n",
       " '7410': '仿真应用工程师',\n",
       " '7405': '网站架构设计师',\n",
       " '7411': '其他',\n",
       " '0900': '工业/艺术设计',\n",
       " '0919': '工业设计/产品设计',\n",
       " '0927': '包装设计',\n",
       " '0925': '展览/展示/店面设计',\n",
       " '0940': '家具设计',\n",
       " '0941': '家居设计',\n",
       " '0934': '照明设计',\n",
       " '0936': '陈列设计',\n",
       " '0920': '工艺品/珠宝设计鉴定',\n",
       " '0929': '玩具设计',\n",
       " '0921': '其他',\n",
       " '2700': '测试',\n",
       " '2707': '软件测试工程师',\n",
       " '2718': '功能测试',\n",
       " '2719': '性能测试',\n",
       " '2724': '安全测试',\n",
       " '2720': '自动化测试',\n",
       " '2721': '移动端测试',\n",
       " '2722': '测试开发',\n",
       " '2726': '测试总监',\n",
       " '2705': '测试经理',\n",
       " '2723': '测试主管',\n",
       " '2706': '系统测试',\n",
       " '2704': '标准化工程师',\n",
       " '2725': '测试工程师',\n",
       " '2711': '其他',\n",
       " '7900': '运维/技术支持',\n",
       " '7901': '运维工程师',\n",
       " '7920': '自动化运维工程师',\n",
       " '7902': '系统工程师',\n",
       " '7903': '数据库工程师(DBA)',\n",
       " '7904': '系统集成工程师',\n",
       " '7905': 'ERP实施顾问',\n",
       " '7906': '网络安全工程师',\n",
       " '7915': '运维开发',\n",
       " '7907': '网站维护工程师',\n",
       " '7908': '技术支持/维护经理',\n",
       " '7909': '技术支持/维护工程师',\n",
       " '7910': '配置管理工程师',\n",
       " '7912': 'IT经理/IT主管',\n",
       " '7913': '网络工程师(IT工程师)',\n",
       " '7914': '网络管理(Helpdesk)',\n",
       " '7916': '网络维修',\n",
       " '7917': '手机维修',\n",
       " '7918': '电脑维修',\n",
       " '7919': '其他',\n",
       " '7500': '数据',\n",
       " '7502': '数据分析经理/主管',\n",
       " '7501': '数据分析师',\n",
       " '7503': 'ETL开发工程师',\n",
       " '7504': 'BI工程师',\n",
       " '7505': '数据仓库工程师',\n",
       " '7506': '数据采集工程师',\n",
       " '7507': '数据建模工程师',\n",
       " '7508': '数据治理工程师',\n",
       " '7509': '其他',\n",
       " '6600': '产品',\n",
       " '6604': '产品总监',\n",
       " '6602': '产品经理/主管',\n",
       " '6605': '互联网产品经理',\n",
       " '6606': '移动产品经理',\n",
       " '6607': '用户产品经理',\n",
       " '6608': '电商产品经理',\n",
       " '6601': '产品专员',\n",
       " '6603': '产品助理',\n",
       " '6609': '需求工程师',\n",
       " '6610': '其他',\n",
       " '8000.0': '运营',\n",
       " '8050': '运营总监',\n",
       " '8049': '运营经理',\n",
       " '8048': '运营主管',\n",
       " '8047': '运营专员',\n",
       " '8053': '运营助理',\n",
       " '8030': '网站运营总监',\n",
       " '8003': '网站运营经理/主管',\n",
       " '8016': '网站运营专员',\n",
       " '8032': '网络推广总监',\n",
       " '8033': '网络推广经理/主管',\n",
       " '8034': '网络推广专员',\n",
       " '8024': 'SEO/SEM',\n",
       " '8046': '信息流优化师',\n",
       " '8010': '新媒体运营',\n",
       " '8059': '直播运营',\n",
       " '8055': '微信运营',\n",
       " '8054': '微博运营',\n",
       " '8041': '用户运营',\n",
       " '8058': '社区/社群运营',\n",
       " '8042': '活动运营',\n",
       " '8043': '内容运营',\n",
       " '8051': '品类运营',\n",
       " '8044': '数据运营',\n",
       " '8045': '线下运营',\n",
       " '8057': '产品运营',\n",
       " '8007': '网站编辑',\n",
       " '8052': '内容审核',\n",
       " '8006': '网站策划',\n",
       " '8011': '其他',\n",
       " '6100': '电子商务',\n",
       " '6111': '电商总监',\n",
       " '6110': '电商经理/电商主管',\n",
       " '6109': '电商专员',\n",
       " '6102': '电商运营',\n",
       " '6112': '跨境电商运营',\n",
       " '6101': '网店店长',\n",
       " '6103': '网店店铺管理员',\n",
       " '6104': '网店客服',\n",
       " '6105': '店铺推广',\n",
       " '6107': '网店模特',\n",
       " '6108': '其他',\n",
       " '2600': '技术管理',\n",
       " '2611': '首席技术执行官CTO',\n",
       " '2612': '首席信息官CIO',\n",
       " '2602': '技术总监/经理',\n",
       " '2605': '项目总监',\n",
       " '2606': '项目经理',\n",
       " '2607': '项目主管',\n",
       " '2608': '项目执行/协调人员',\n",
       " '2610': '项目助理',\n",
       " '2609': '其他',\n",
       " '6700': '半导体/芯片',\n",
       " '6701': '集成电路IC设计/应用工程师',\n",
       " '6727': '芯片架构工程师',\n",
       " '6728': 'FPGA开发工程师',\n",
       " '6729': 'MEMS工程师',\n",
       " '6730': '射频芯片设计',\n",
       " '6731': '模拟芯片工程师',\n",
       " '6722': '版图设计工程师',\n",
       " '6732': '模拟版图工程师',\n",
       " '6733': '数字前端工程师',\n",
       " '6702': 'IC验证工程师',\n",
       " '6734': 'FPGA原型验证工程师',\n",
       " '6735': 'EDA工程师',\n",
       " '6736': '可测性设计工程师(DFT)',\n",
       " '6737': '数字后端工程师',\n",
       " '6738': '芯片测试工程师',\n",
       " '6712': 'FAE 现场应用工程师',\n",
       " '6723': '半导体工艺工程师',\n",
       " '6740': '工艺整合工程师(PIE)',\n",
       " '6739': '半导体设备工程师',\n",
       " '6741': '失效分析工程师(FA)',\n",
       " '6760': '封装工程师',\n",
       " '6744': '封装研发工程师',\n",
       " '6750': '半导体测试工程师',\n",
       " '6746': '芯片销售工程师',\n",
       " '6761': '半导体器件工程师',\n",
       " '6747': '半导体文档工程师',\n",
       " '6748': '半导体产品经理/产品工程师',\n",
       " '6707': '半导体技术',\n",
       " '6749': '其他',\n",
       " '2900': '电子/电器/仪器仪表',\n",
       " '2903': '电子工程师/技术员',\n",
       " '2964': 'PCB工程师',\n",
       " '2917': '电子技术研发工程师',\n",
       " '2909': '电子软件开发(ARM/MCU...)',\n",
       " '2962': '电子元器件工程师',\n",
       " '2951': '电子工艺工程师',\n",
       " '2965': 'SMT工程师',\n",
       " '2959': '电子设备工程师',\n",
       " '2920': '电子/电器维修工程师/技师',\n",
       " '2910': '嵌入式软件开发(Linux/单片机/PLC/DSP…)',\n",
       " '2919': '嵌入式硬件开发(主板机…)',\n",
       " '2955': '硬件工程师',\n",
       " '2956': '高级硬件工程师',\n",
       " '2957': '硬件测试工程师',\n",
       " '2904': '电气工程师/技术员',\n",
       " '2966': 'PLC工程师',\n",
       " '2905': '电路工程师/技术员(模拟/数字)',\n",
       " '2906': '电声/音响工程师/技术员',\n",
       " '2911': '电池/电源开发',\n",
       " '2914': '仪器/仪表/计量分析师',\n",
       " '2958': '计量工程师',\n",
       " '2918': '激光/光电子技术',\n",
       " '2921': '变压器与磁电工程师',\n",
       " '2913': '家用电器/数码产品研发',\n",
       " '2908': '自动控制工程师/技术员',\n",
       " '2963': '机器人调试工程师',\n",
       " '2925': '安防系统工程师',\n",
       " '2952': '电子销售工程师',\n",
       " '2953': '电子文档工程师',\n",
       " '2954': '电子产品经理/产品工程师',\n",
       " '2916': '其他',\n",
       " '2800': '通信技术开发及应用',\n",
       " '2801': '通信技术工程师',\n",
       " '2803': '无线通信工程师',\n",
       " '2802': '有线传输工程师',\n",
       " '2815': '射频工程师',\n",
       " '2805': '数据通信工程师',\n",
       " '2807': '通信网络工程师',\n",
       " '2819': '核心网工程师',\n",
       " '2818': '基站工程师',\n",
       " '2820': '通信设备工程师',\n",
       " '2808': '通信电源工程师',\n",
       " '2804': '电信交换工程师',\n",
       " '2814': '光通信工程师',\n",
       " '2816': '通信测试工程师',\n",
       " '2817': '通信销售工程师',\n",
       " '2812': '通信文档工程师',\n",
       " '2813': '通信产品经理/产品工程师',\n",
       " '2821': '通信项目管理',\n",
       " '2809': '其他',\n",
       " '0200': '销售管理',\n",
       " '0201': '销售总监',\n",
       " '0202': '销售经理',\n",
       " '0203': '销售主管',\n",
       " '0232': '业务拓展主管/经理',\n",
       " '0233': '渠道/分销总监',\n",
       " '0207': '渠道/分销经理',\n",
       " '0220': '渠道/分销主管',\n",
       " '0235': '大客户管理',\n",
       " '0208': '客户经理/主管',\n",
       " '0230': '区域销售总监',\n",
       " '0226': '区域销售经理',\n",
       " '0236': '区域销售主管',\n",
       " '0237': '城市经理',\n",
       " '0234': '团购经理/主管',\n",
       " '0231': '其他',\n",
       " '3000.0': '销售人员',\n",
       " '3009': '大客户销售',\n",
       " '3001': '销售代表',\n",
       " '3014': '区域销售代表',\n",
       " '3002': '渠道/分销专员',\n",
       " '3003': '客户代表',\n",
       " '3004': '销售工程师',\n",
       " '3005': '电话销售',\n",
       " '3017': '地推专员',\n",
       " '3016': '门店销售',\n",
       " '3015': '海外销售',\n",
       " '3010': '网络销售/在线销售',\n",
       " '3013': '直播销售',\n",
       " '3008': '团购业务员',\n",
       " '3006': '经销商',\n",
       " '3011': '会籍顾问',\n",
       " '3012': '销售助理',\n",
       " '3007': '其他',\n",
       " '3100': '销售行政及商务',\n",
       " '3101': '销售行政经理/主管',\n",
       " '3102': '销售行政专员',\n",
       " '3108': '业务分析经理/主管',\n",
       " '3109': '业务分析专员/助理',\n",
       " '3103': '商务经理',\n",
       " '3104': '商务主管/专员',\n",
       " '3105': '商务助理',\n",
       " '3106': '销售行政助理',\n",
       " '3107': '其他',\n",
       " '3200': '客服及支持',\n",
       " '3201': '客服总监',\n",
       " '3202': '客服经理',\n",
       " '3203': '客服主管',\n",
       " '3204': '客服专员/助理',\n",
       " '3210': '客户关系经理/主管',\n",
       " '3205': '售前/售后技术支持经理',\n",
       " '3206': '售前/售后技术支持主管',\n",
       " '3207': '售前/售后技术支持工程师',\n",
       " '3208': '咨询热线/呼叫中心服务人员',\n",
       " '3213': '网络/在线客服',\n",
       " '3211': '投诉专员',\n",
       " '3212': 'VIP专员',\n",
       " '3209': '其他',\n",
       " '0400': '财务/审计/税务',\n",
       " '0444': '首席财务官 CFO',\n",
       " '0401': '财务总监',\n",
       " '0402': '财务经理',\n",
       " '0458': '财务专员',\n",
       " '0445': '财务顾问',\n",
       " '0403': '财务主管/总账主管',\n",
       " '0422': '财务助理/财务文员',\n",
       " '0406': '财务分析经理/主管',\n",
       " '0407': '财务分析员',\n",
       " '0448': '固定资产会计',\n",
       " '0404': '会计经理/会计主管',\n",
       " '0405': '会计',\n",
       " '0457': '会计助理',\n",
       " '0408': '成本经理/成本主管',\n",
       " '0409': '成本管理员',\n",
       " '0414': '出纳员',\n",
       " '0449': '资金经理/主管',\n",
       " '0450': '资金专员',\n",
       " '0410': '审计经理/主管',\n",
       " '0419': '审计专员/助理',\n",
       " '0411': '税务经理/税务主管',\n",
       " '0412': '税务专员/助理',\n",
       " '0446': '统计员',\n",
       " '0443': '其他',\n",
       " '3300': '金融/证券/期货/投资',\n",
       " '3301': '证券/期货/外汇经纪人',\n",
       " '3302': '证券分析师',\n",
       " '3319': '期货分析师',\n",
       " '3316': '量化研究',\n",
       " '3320': '证券交易员',\n",
       " '3303': '股票/期货操盘手',\n",
       " '3304': '金融/经济研究员',\n",
       " '3312': '金融产品经理',\n",
       " '3315': '金融产品销售',\n",
       " '3317': '机构业务销售',\n",
       " '3322': '投资总监',\n",
       " '3323': '投资经理',\n",
       " '3341': '基金经理',\n",
       " '3325': '投资顾问',\n",
       " '3326': '理财顾问',\n",
       " '3307': '投资银行业务',\n",
       " '3313': '投资银行财务分析',\n",
       " '3308': '融资经理/融资主管',\n",
       " '3309': '融资专员',\n",
       " '3318': '营业部总经理/副总经理',\n",
       " '3314': '风险管理/控制',\n",
       " '3324': '资产管理',\n",
       " '3310': '拍卖/担保/典当业务',\n",
       " '3311': '其他',\n",
       " '2200': '银行',\n",
       " '2207': '行长/副行长',\n",
       " '2231': '银行客户总监',\n",
       " '2223': '个人业务部门经理/主管',\n",
       " '2224': '个人业务客户经理',\n",
       " '2225': '公司业务部门经理/主管',\n",
       " '2226': '公司业务客户经理',\n",
       " '2227': '综合业务经理/主管',\n",
       " '2228': '综合业务专员',\n",
       " '2233': '理财经理',\n",
       " '2208': '资产评估/分析',\n",
       " '2209': '风险控制',\n",
       " '2215': '信贷管理',\n",
       " '3340': '催收',\n",
       " '2229': '信审核查',\n",
       " '2210': '进出口/信用证结算',\n",
       " '2212': '外汇交易',\n",
       " '2211': '清算人员',\n",
       " '2213': '高级客户经理/客户经理',\n",
       " '2214': '客户主管/专员',\n",
       " '2230': '营业部大堂经理',\n",
       " '2222': '信用卡销售',\n",
       " '2232': '呼叫中心客服',\n",
       " '2216': '银行柜员',\n",
       " '2234': '小微信贷专员',\n",
       " '2221': '其他',\n",
       " '3400': '保险',\n",
       " '3401': '保险精算师',\n",
       " '3402': '保险产品开发/项目策划',\n",
       " '3403': '保险业务经理/主管',\n",
       " '3404': '保险经纪人/保险代理',\n",
       " '3414': '保险电销',\n",
       " '3407': '保险核保',\n",
       " '3408': '保险理赔',\n",
       " '3409': '保险客户服务/续期管理',\n",
       " '3410': '保险培训师',\n",
       " '3411': '保险内勤',\n",
       " '3413': '契约管理',\n",
       " '3405': '理财顾问/财务规划师',\n",
       " '3406': '储备经理人',\n",
       " '3415': '保险业务推动/督导',\n",
       " '3412': '其他',\n",
       " '3500': '生产/营运',\n",
       " '3501': '工厂经理/厂长',\n",
       " '3502': '总工程师/副总工程师',\n",
       " '3513': '项目总监',\n",
       " '3503': '项目经理/主管',\n",
       " '3504': '项目工程师',\n",
       " '3505': '营运经理',\n",
       " '3506': '营运主管',\n",
       " '3514': '生产总监',\n",
       " '3507': '生产经理/车间主任',\n",
       " '3509': '生产主管',\n",
       " '3515': '生产领班/组长',\n",
       " '3508': '生产计划/物料管理(PMC)',\n",
       " '3512': '生产文员',\n",
       " '3518': '生产跟单',\n",
       " '3516': '设备主管',\n",
       " '3510': '化验员',\n",
       " '3517': '厂务',\n",
       " '3511': '其他',\n",
       " '3600': '质量安全',\n",
       " '3601': '质量管理/测试经理(QA/QC经理)',\n",
       " '3602': '质量管理/测试主管(QA/QC主管)',\n",
       " '3603': '质量管理/测试工程师(QA/QC工程师)',\n",
       " '3605': '可靠度工程师',\n",
       " '3606': '故障分析工程师',\n",
       " '3607': '认证工程师',\n",
       " '3608': '体系工程师',\n",
       " '3604': '质检员/测试员(QC)',\n",
       " '3615': '审核员',\n",
       " '3609': '环境/健康/安全经理/主管（EHS）',\n",
       " '3610': '环境/健康/安全工程师（EHS）',\n",
       " '3614': '安全员',\n",
       " '3611': '供应商管理',\n",
       " '3612': '采购材料、设备质量管理',\n",
       " '3613': '其他',\n",
       " '0500': '工程/机械/能源',\n",
       " '0510': '技术研发经理/主管',\n",
       " '0511': '技术研发工程师',\n",
       " '0547': '产品工艺/制程工程师',\n",
       " '0559': '产品规划工程师',\n",
       " '0584': '项目管理',\n",
       " '0512': '实验室负责人/工程师',\n",
       " '0513': '工程/设备经理',\n",
       " '0514': '工程/设备主管',\n",
       " '0515': '工程/设备工程师',\n",
       " '0523': '工程/机械绘图员',\n",
       " '0560': '工业工程师',\n",
       " '0582': '材料工程师',\n",
       " '0539': '机械工程师',\n",
       " '0561': '结构工程师',\n",
       " '0548': '模具工程师',\n",
       " '0544': '机电工程师',\n",
       " '0586': '机械设计',\n",
       " '0587': '模具设计',\n",
       " '0580': '维修经理/主管',\n",
       " '0537': '维修工程师',\n",
       " '0581': '装配工程师/技师',\n",
       " '0562': '铸造/锻造工程师/技师',\n",
       " '0563': '注塑工程师/技师',\n",
       " '0564': '焊接工程师/技师',\n",
       " '0565': '夹具工程师/技师',\n",
       " '0566': 'CNC工程师',\n",
       " '0567': '冲压工程师/技师',\n",
       " '0568': '锅炉工程师/技师',\n",
       " '0569': '电力工程师/技术员',\n",
       " '0570': '光源与照明工程',\n",
       " '0583': '光伏系统工程师',\n",
       " '0571': '汽车/摩托车工程师',\n",
       " '0572': '船舶工程师',\n",
       " '0575': '轨道交通工程师/技术员',\n",
       " '0576': '飞机维修机械师',\n",
       " '0573': '飞行器设计与制造',\n",
       " '0577': '水利/水电工程师',\n",
       " '0585': '空调/热能工程师',\n",
       " '0578': '石油天然气技术人员',\n",
       " '0579': '矿产勘探/地质勘测工程师',\n",
       " '0574': '其他',\n",
       " '7100': '汽车研发设计',\n",
       " '7101': '汽车项目管理',\n",
       " '7102': '汽车设计工程师',\n",
       " '7103': '车身/造型设计',\n",
       " '7104': '汽车结构工程师',\n",
       " '7105': '内外饰工程师',\n",
       " '7106': '汽车电子工程师',\n",
       " '7107': '电气/电器工程师',\n",
       " '7108': '附件系统工程师',\n",
       " '7109': '动力总成工程师',\n",
       " '7110': '发动机工程师',\n",
       " '7111': '底盘工程师',\n",
       " '7112': '汽车安全性能工程师',\n",
       " '7113': '汽车试验工程师',\n",
       " '7114': '新能源电池工程师',\n",
       " '7115': '新能源电控工程师',\n",
       " '7116': '新能源电机工程师',\n",
       " '7117': '汽车标定工程师',\n",
       " '7118': '发动机匹配工程师',\n",
       " '7119': '车联网工程师',\n",
       " '7120': '智能驾驶工程师',\n",
       " '7121': '研发总监/部长/专家',\n",
       " '7122': '其他',\n",
       " '5400': '汽车制造',\n",
       " '5404': '汽车质量工程师',\n",
       " '5421': '供应商质量工程师',\n",
       " '5422': '前期质量工程师',\n",
       " '5423': '过程质量工程师',\n",
       " '5424': '客户质量工程师',\n",
       " '5406': '汽车装配工艺工程师',\n",
       " '5425': '总装工程师',\n",
       " '5426': '焊接工艺工程师',\n",
       " '5427': '冲压工艺工程师',\n",
       " '5428': '涂装工艺工程师',\n",
       " '5411': '其他',\n",
       " '5900': '汽车销售与服务',\n",
       " '5903': '汽车销售/经纪人',\n",
       " '5902': '售后服务/客户服务',\n",
       " '5916': '汽车金融销售',\n",
       " '5918': '汽车金融经理',\n",
       " '5917': '汽车金融专员',\n",
       " '5915': '车险定损/理赔',\n",
       " '5907': '汽车修理工',\n",
       " '5905': '汽车检验/检测',\n",
       " '5906': '汽车装饰美容',\n",
       " '5913': '汽车钣金',\n",
       " '5914': '汽车喷漆',\n",
       " '5912': '汽车电工',\n",
       " '5908': '洗车工',\n",
       " '5901': '4S店经理/维修站经理',\n",
       " '5904': '二手车评估师',\n",
       " '5910': '加油站工作员',\n",
       " '5911': '其他',\n",
       " '3700': '技工普工',\n",
       " '3710': '普工/操作工',\n",
       " '3701': '技工',\n",
       " '3707': '叉车司机/铲车司机',\n",
       " '3728': '吊车司机',\n",
       " '3729': '挖掘机司机',\n",
       " '3715': '组装工',\n",
       " '3716': '包装工',\n",
       " '3703': '焊工',\n",
       " '3717': '氩弧焊工',\n",
       " '3706': '电工',\n",
       " '3718': '电力线路工',\n",
       " '3719': '旋压工',\n",
       " '3720': '仪表工',\n",
       " '3721': '电镀工',\n",
       " '3722': '喷塑工',\n",
       " '3709': '水工',\n",
       " '3723': '木工',\n",
       " '3724': '漆工',\n",
       " '3708': '空调工',\n",
       " '3725': '电梯工',\n",
       " '3726': '锅炉工',\n",
       " '3730': '3D打印操作员',\n",
       " '3727': '学徒工',\n",
       " '3713': '其他',\n",
       " '3800': '服装/纺织/皮革',\n",
       " '3812': '服装/纺织设计总监',\n",
       " '3801': '服装/纺织设计',\n",
       " '3813': '服装/纺织/皮革工艺师',\n",
       " '3802': '面料辅料开发',\n",
       " '3803': '面料辅料采购',\n",
       " '3804': '服装/纺织/皮革跟单',\n",
       " '3814': '服装领班',\n",
       " '3805': '服装纺织质检员(QA/QC)',\n",
       " '3806': '板房/楦头/底格出格师',\n",
       " '3811': '电脑放码员',\n",
       " '3808': '纸样师/车板工',\n",
       " '3809': '裁床',\n",
       " '3807': '打样/制版',\n",
       " '3815': '裁剪工',\n",
       " '3816': '缝纫工',\n",
       " '3817': '手缝工',\n",
       " '3818': '烫工',\n",
       " '3819': '样衣工',\n",
       " '3820': '纺织工',\n",
       " '3821': '针织工',\n",
       " '3822': '配色工',\n",
       " '3823': '印染工',\n",
       " '3824': '漂染工',\n",
       " '3825': '挡车工',\n",
       " '3826': '整经工',\n",
       " '3827': '细纱工',\n",
       " '3828': '浆纱工',\n",
       " '3810': '其他',\n",
       " '3900': '采购',\n",
       " '3901': '采购总监',\n",
       " '3902': '采购经理',\n",
       " '3903': '采购主管',\n",
       " '3904': '采购员',\n",
       " '3905': '采购助理',\n",
       " '3908': '买手',\n",
       " '3909': '供应商开发',\n",
       " '3907': '其他',\n",
       " '4000.0': '贸易',\n",
       " '4001': '贸易/外贸经理/主管',\n",
       " '4002': '贸易/外贸专员/助理',\n",
       " '4009': '外贸销售',\n",
       " '4003': '国内贸易人员',\n",
       " '4004': '业务跟单经理',\n",
       " '4005': '高级业务跟单',\n",
       " '4006': '业务跟单',\n",
       " '4007': '助理业务跟单',\n",
       " '4008': '其他',\n",
       " '0800': '物流/仓储',\n",
       " '0827': '物流总监',\n",
       " '0801': '物流经理',\n",
       " '0802': '物流主管',\n",
       " '0814': '物流专员/助理',\n",
       " '0837': '物流销售',\n",
       " '0828': '供应链总监',\n",
       " '0825': '供应链经理',\n",
       " '0826': '供应链主管/专员',\n",
       " '0803': '物料经理',\n",
       " '0804': '物料主管/专员',\n",
       " '0808': '仓库经理/主管',\n",
       " '0809': '仓库管理员',\n",
       " '0840': '仓库文员',\n",
       " '0834': '订单处理员',\n",
       " '0810': '运输经理/主管',\n",
       " '0833': '项目经理/主管',\n",
       " '0829': '货运代理',\n",
       " '0830': '集装箱业务',\n",
       " '0832': '海关事务管理',\n",
       " '0811': '报关与报检',\n",
       " '0812': '单证员',\n",
       " '0815': '船务/空运陆运操作',\n",
       " '0813': '快递员',\n",
       " '0838': '分拣员',\n",
       " '0831': '调度员',\n",
       " '0835': '安检员',\n",
       " '0823': '仓储理货员',\n",
       " '0836': '搬运工',\n",
       " '0839': '装卸工',\n",
       " '0824': '其他',\n",
       " '4100': '生物/制药/医疗器械',\n",
       " '4101': '生物工程/生物制药',\n",
       " '4116': '化学分析测试员',\n",
       " '4103': '医药技术研发管理人员',\n",
       " '4104': '医药技术研发人员',\n",
       " '4126': '医药学术推广',\n",
       " '4105': '临床研究员',\n",
       " '4106': '临床协调员',\n",
       " '4127': '临床监查员',\n",
       " '4123': '临床数据分析员',\n",
       " '4107': '药品注册',\n",
       " '4108': '药品生产/质量管理',\n",
       " '4109': '药品市场推广经理',\n",
       " '4110': '药品市场推广主管/专员',\n",
       " '4120': '医药招商',\n",
       " '4121': '政府事务管理',\n",
       " '4122': '招投标管理',\n",
       " '4111': '医药销售经理/主管',\n",
       " '4112': '医药代表',\n",
       " '4102': '医药销售人员',\n",
       " '4117': '医疗器械注册',\n",
       " '4124': '医疗器械研发',\n",
       " '4118': '医疗器械生产/质量管理',\n",
       " '4113': '医疗器械市场推广',\n",
       " '4125': '医疗器械销售经理/主管',\n",
       " '4114': '医疗器械销售代表',\n",
       " '4119': '医疗器械维修人员',\n",
       " '4115': '其他',\n",
       " '5500': '化工',\n",
       " '5501': '化工技术应用/化工工程师',\n",
       " '5502': '化工实验室研究员/技术员',\n",
       " '5503': '涂料研发工程师',\n",
       " '5504': '配色技术员',\n",
       " '5505': '塑料工程师',\n",
       " '5506': '化妆品研发',\n",
       " '5507': '食品/饮料研发',\n",
       " '5509': '造纸研发',\n",
       " '5508': '其他',\n",
       " '1300': '医院/医疗/护理',\n",
       " '1302': '医院管理人员',\n",
       " '1328': '综合门诊/全科医生',\n",
       " '1301': '内科医生',\n",
       " '1317': '外科医生',\n",
       " '1318': '专科医生',\n",
       " '1319': '牙科医生',\n",
       " '1337': '妇产科医生',\n",
       " '1339': '眼科医生',\n",
       " '1320': '美容整形师',\n",
       " '1329': '医美咨询',\n",
       " '1308': '麻醉医生',\n",
       " '1327': '超声影像/放射科医师',\n",
       " '1321': '理疗师',\n",
       " '1322': '中医科医生',\n",
       " '1313': '针灸/推拿',\n",
       " '1325': '儿科医生',\n",
       " '1309': '心理医生',\n",
       " '1335': '心理咨询师',\n",
       " '1314': '营养师',\n",
       " '1330': '健康管理师',\n",
       " '1304': '药库主任/药剂师',\n",
       " '1310': '医学检验',\n",
       " '1331': '核酸检测员',\n",
       " '1323': '公共卫生/疾病控制',\n",
       " '1333': '消毒员',\n",
       " '1332': '防疫员',\n",
       " '1324': '护理主任/护士长',\n",
       " '1305': '护士/护理人员',\n",
       " '1336': '导医',\n",
       " '1315': '兽医',\n",
       " '1326': '验光师',\n",
       " '1311': '其他',\n",
       " '4200': '广告',\n",
       " '4201': '广告客户总监/副总监',\n",
       " '4202': '广告客户经理',\n",
       " '4203': '广告客户主管/专员',\n",
       " '4205': '广告创意总监',\n",
       " '4204': '广告创意/设计经理',\n",
       " '4206': '广告创意/设计主管/专员',\n",
       " '4212': '广告制作执行',\n",
       " '4213': '广告销售',\n",
       " '4211': '美术指导',\n",
       " '4207': '文案/策划',\n",
       " '4208': '企业/业务发展经理',\n",
       " '4209': '企业策划人员',\n",
       " '4210': '其他',\n",
       " '4300': '公关/媒介',\n",
       " '4315': '公关总监',\n",
       " '4301': '公关经理',\n",
       " '4302': '公关主管',\n",
       " '4303': '公关专员',\n",
       " '4304': '会务/会展经理',\n",
       " '4305': '会务/会展主管',\n",
       " '4306': '会务/会展专员',\n",
       " '4307': '媒介经理',\n",
       " '4308': '媒介主管',\n",
       " '4309': '媒介专员',\n",
       " '4310': '公关/媒介助理',\n",
       " '4312': '媒介销售',\n",
       " '4313': '活动策划',\n",
       " '4314': '活动执行',\n",
       " '4311': '其他',\n",
       " '0300': '市场/营销',\n",
       " '0301': '市场/营销/拓展总监',\n",
       " '0302': '市场/营销/拓展经理',\n",
       " '0303': '市场/营销/拓展主管',\n",
       " '0304': '市场/营销/拓展专员',\n",
       " '0305': '市场助理',\n",
       " '0340': '互联网营销师',\n",
       " '0324': '市场分析/调研人员',\n",
       " '0306': '产品/品牌经理',\n",
       " '0307': '产品/品牌主管',\n",
       " '0330': '产品/品牌专员',\n",
       " '0308': '市场通路经理/主管',\n",
       " '0335': '市场通路专员',\n",
       " '0336': '市场企划经理/主管',\n",
       " '0337': '市场企划专员',\n",
       " '0310': '促销经理',\n",
       " '0338': '选址拓展/新店开发',\n",
       " '0329': '其他',\n",
       " '4400': '影视/媒体',\n",
       " '4401': '影视策划/制作人员',\n",
       " '4402': '导演/编导',\n",
       " '4417': '编剧',\n",
       " '4418': '制片人',\n",
       " '4403': '艺术/设计总监',\n",
       " '4414': '艺术指导/舞台美术设计',\n",
       " '4404': '经纪人/星探',\n",
       " '4405': '主播/主持人',\n",
       " '4406': '摄影师/摄像师',\n",
       " '4411': '后期制作',\n",
       " '4416': '视频剪辑',\n",
       " '4407': '音效师',\n",
       " '4408': '配音员',\n",
       " '4415': '灯光师',\n",
       " '4412': '放映经理/主管',\n",
       " '4413': '放映员',\n",
       " '4410': '其他',\n",
       " '4500': '编辑出版',\n",
       " '4501': '总编/副总编',\n",
       " '4502': '编辑',\n",
       " '4517': '作家/撰稿人',\n",
       " '4503': '记者',\n",
       " '4516': '电话采编',\n",
       " '4504': '美术编辑',\n",
       " '4505': '排版设计',\n",
       " '4507': '出版/发行',\n",
       " '4508': '其他',\n",
       " '6900': '建筑规划与设计',\n",
       " '6919': '室内设计总监',\n",
       " '6918': '室内设计经理/主管',\n",
       " '6901': '室内设计',\n",
       " '6917': '室内设计师助理',\n",
       " '6902': '软装设计',\n",
       " '6903': '精装设计',\n",
       " '6920': '家装顾问',\n",
       " '6905': '建筑设计师',\n",
       " '6906': '钢结构设计',\n",
       " '6907': '幕墙设计',\n",
       " '6908': '建筑结构设计',\n",
       " '6909': '建筑制图/模型/渲染',\n",
       " '6911': '暖通设计',\n",
       " '6912': '给排水设计',\n",
       " '6910': '建筑机电设计',\n",
       " '6914': '园艺/园林/景观设计',\n",
       " '6913': '城市规划设计',\n",
       " '6904': '规划与设计',\n",
       " '6916': 'BIM工程师',\n",
       " '6915': '其他',\n",
       " '2100': '建筑工程与装潢',\n",
       " '2101': '建筑工程师',\n",
       " '2123': '高级建筑工程师/总工',\n",
       " '2104': '给排水/暖通工程',\n",
       " '2122': '幕墙工程师',\n",
       " '2103': '建筑机电工程师',\n",
       " '2125': '楼宇自动化',\n",
       " '2126': '智能大厦/综合布线/安防/弱电',\n",
       " '2146': '精装修工程师',\n",
       " '2147': '房修工程师',\n",
       " '2102': '结构/土木/土建工程师',\n",
       " '2118': '公路/桥梁/港口/隧道工程',\n",
       " '2119': '岩土工程',\n",
       " '2120': '测绘/测量',\n",
       " '2127': '开发报建',\n",
       " '2105': '工程造价师/预结算经理',\n",
       " '2124': '预结算员',\n",
       " '2106': '建筑工程管理/项目经理',\n",
       " '2133': '建筑项目助理',\n",
       " '2121': '建筑工程验收',\n",
       " '2107': '工程监理',\n",
       " '2132': '市政工程师',\n",
       " '2128': '合同管理',\n",
       " '2129': '安全员',\n",
       " '2130': '资料员',\n",
       " '2111': '建筑安装施工员',\n",
       " '2134': '砌筑工',\n",
       " '2135': '瓦工',\n",
       " '2136': '混凝土工',\n",
       " '2137': '浇注工',\n",
       " '2138': '钢筋工',\n",
       " '2139': '木工',\n",
       " '2140': '油漆工',\n",
       " '2141': '电梯工',\n",
       " '2142': '抹灰工',\n",
       " '2143': '施工开料工',\n",
       " '2144': '管道/暖通',\n",
       " '2145': '工长',\n",
       " '2112': '消防安全',\n",
       " '2116': '其他',\n",
       " '4600': '房地产开发',\n",
       " '4601': '房地产项目/策划经理',\n",
       " '4602': '房地产项目/策划主管/专员',\n",
       " '4604': '房地产投资管理',\n",
       " '4603': '房产项目配套工程师',\n",
       " '4608': '房地产项目招投标',\n",
       " '4610': '房地产投资分析',\n",
       " '4611': '房地产资产管理',\n",
       " '4612': '监察人员',\n",
       " '4607': '其他',\n",
       " '6000.0': '房地产销售与中介',\n",
       " '6009': '房地产销售经理/主管',\n",
       " '6010': '房地产销售',\n",
       " '6001': '房地产中介/置业顾问',\n",
       " '6002': '房地产评估',\n",
       " '6004': '房地产店长/经理',\n",
       " '6007': '房地产内勤',\n",
       " '6006': '房地产客服',\n",
       " '6008': '其他',\n",
       " '4700': '物业管理',\n",
       " '4702': '物业管理经理',\n",
       " '4714': '物业管理主管',\n",
       " '4703': '物业管理专员/助理',\n",
       " '4704': '招商/租赁/租售',\n",
       " '4719': '写字楼运营',\n",
       " '4717': '长租公寓管家/养老专员',\n",
       " '4701': '高级物业顾问/物业顾问',\n",
       " '4716': '前介工程师',\n",
       " '4705': '物业设施管理人员',\n",
       " '4715': '物业机电维修工',\n",
       " '4708': '物业机电工程师',\n",
       " '4706': '物业维修员',\n",
       " '4709': '停车管理员',\n",
       " '4710': '保安经理',\n",
       " '4711': '保安人员',\n",
       " '4712': '保洁',\n",
       " '4713': '绿化工',\n",
       " '4707': '其他',\n",
       " '0600': '人力资源',\n",
       " '0601': '人事总监',\n",
       " '0611': 'HRBP',\n",
       " '0602': '人事经理',\n",
       " '0603': '人事主管',\n",
       " '0604': '人事专员',\n",
       " '0605': '人事助理',\n",
       " '0606': '招聘经理/主管',\n",
       " '0626': '招聘专员/助理',\n",
       " '0607': '薪资福利经理/主管',\n",
       " '0608': '薪资福利专员/助理',\n",
       " '0627': '绩效考核经理/主管',\n",
       " '0628': '绩效考核专员/助理',\n",
       " '0609': '培训经理/主管',\n",
       " '0610': '培训专员/助理/培训师',\n",
       " '0629': '企业文化/员工关系/工会管理',\n",
       " '0630': '人力资源信息系统专员',\n",
       " '0635': '劳务派遣专员',\n",
       " '0625': '其他',\n",
       " '0700': '高级管理',\n",
       " '0701': '首席执行官CEO/总裁/总经理',\n",
       " '0707': '首席运营官COO',\n",
       " '0702': '副总经理/副总裁',\n",
       " '0704': '合伙人',\n",
       " '0705': '总监/部门经理',\n",
       " '0710': '策略发展总监',\n",
       " '0711': '企业秘书/董事会秘书',\n",
       " '0712': '投资者关系',\n",
       " '0708': '办事处首席代表',\n",
       " '0709': '办事处/分公司/分支机构经理',\n",
       " '0703': '总裁助理/总经理助理',\n",
       " '0706': '其他',\n",
       " '2300': '行政/后勤',\n",
       " '2301': '行政总监',\n",
       " '2302': '行政经理/主管/办公室主任',\n",
       " '2303': '行政专员/助理',\n",
       " '2304': '经理助理/秘书',\n",
       " '2311': '文员',\n",
       " '2310': '党工团干事',\n",
       " '2305': '前台接待/总机/接待生',\n",
       " '2307': '图书管理员/资料管理员',\n",
       " '2312': '档案管理员',\n",
       " '2308': '电脑操作员/打字员',\n",
       " '2306': '后勤',\n",
       " '2309': '其他',\n",
       " '1400': '咨询/顾问',\n",
       " '1401': '专业顾问',\n",
       " '1402': '咨询总监',\n",
       " '1403': '咨询经理',\n",
       " '1406': '专业培训师',\n",
       " '1404': '咨询员',\n",
       " '1409': '调研员',\n",
       " '1408': '猎头/人才中介',\n",
       " '1407': '情报信息分析人员',\n",
       " '1405': '其他',\n",
       " '1100': '律师/法务/合规',\n",
       " '1101': '律师/法律顾问',\n",
       " '1103': '律师助理',\n",
       " '1111': '法务总监',\n",
       " '1106': '法务经理',\n",
       " '1102': '法务主管/专员',\n",
       " '1107': '法务助理',\n",
       " '1109': '合规经理',\n",
       " '1110': '合规主管/专员',\n",
       " '1108': '知识产权/专利/商标',\n",
       " '1105': '其他',\n",
       " '1200': '教师',\n",
       " '1219': '英语老师',\n",
       " '1220': '数学老师',\n",
       " '1221': '语文老师',\n",
       " '1222': '物理老师',\n",
       " '1223': '化学老师',\n",
       " '1224': '日语老师',\n",
       " '1207': '幼教',\n",
       " '1225': '早教老师',\n",
       " '1228': '美术老师',\n",
       " '1233': '钢琴老师',\n",
       " ...}"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dict2={str(k):v for k,v in respond_dict.items()}\n",
    "dict2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"在校生/应届生\"},{k:\"02\",v:\"1-3年\"},{k:\"03\",v:\"3-5年\"},{k:\"04\",v:\"5-10年\"},{k:\"05\",v:\"10年以上\"},{k:\"06\",v:\"无需经验\"}]'"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##工作年限\n",
    "workyear=res.content.decode('gbk').split('d_search_workyear=')[1].split(',window.d_search_providesalary')[0]\n",
    "workyear"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"初中及以下\"},{k:\"02\",v:\"高中/中技/中专\"},{k:\"03\",v:\"大专\"},{k:\"04\",v:\"本科\"},{k:\"05\",v:\"硕士\"},{k:\"06\",v:\"博士\"},{k:\"07\",v:\"无学历要求\"}]'"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 学历要求\n",
    "degreefrom=res.content.decode('gbk').split('d_search_degreefrom=')[1].split(',window.d_search_jobterm=')[0]\n",
    "degreefrom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['[{k:\"99\"',\n",
       " 'v:\"请选择\"}',\n",
       " '{k:\"01\"',\n",
       " 'v:\"初中及以下\"}',\n",
       " '{k:\"02\"',\n",
       " 'v:\"高中/中技/中专\"}',\n",
       " '{k:\"03\"',\n",
       " 'v:\"大专\"}',\n",
       " '{k:\"04\"',\n",
       " 'v:\"本科\"}',\n",
       " '{k:\"05\"',\n",
       " 'v:\"硕士\"}',\n",
       " '{k:\"06\"',\n",
       " 'v:\"博士\"}',\n",
       " '{k:\"07\"',\n",
       " 'v:\"无学历要求\"}]']"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "degreefrom.split(',')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 构建关键词（参数模板）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 基本模块\n",
    "import pandas as pd\n",
    "from requests_html import HTMLSession\n",
    "import urllib,parse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "产品经理_url = \"https://search.51job.com/list/030000,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\"\n",
    "session = HTMLSession()\n",
    "r = session.get( url )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['lang=c',\n",
       " 'postchannel=0000',\n",
       " 'workyear=99',\n",
       " 'cotype=99',\n",
       " 'degreefrom=99',\n",
       " 'jobterm=99',\n",
       " 'companysize=99',\n",
       " 'ord_field=0',\n",
       " 'dibiaoid=0',\n",
       " 'line=',\n",
       " 'welfare=']"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "产品经理_url_list = 产品经理_url.split(\"?\")[1].split('&')\n",
    "产品经理_url_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0               lang=c\n",
       "1     postchannel=0000\n",
       "2          workyear=99\n",
       "3            cotype=99\n",
       "4        degreefrom=99\n",
       "5           jobterm=99\n",
       "6       companysize=99\n",
       "7          ord_field=0\n",
       "8           dibiaoid=0\n",
       "9                line=\n",
       "10            welfare=\n",
       "Name: 产品经理, dtype: object"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "产品经理_S = pd.Series(产品经理_url_list,name=\"产品经理\")\n",
    "产品经理_S"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86'"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "urllib.parse.quote(\"产品经理\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "参数模版_list= ['https', 'search.51job.com', '/list/030000,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html', '', 'lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', ''] \n",
      "\n"
     ]
    }
   ],
   "source": [
    "参数模版 = urllib.parse.urlparse(产品经理_url)\n",
    "参数模版_list = pd.Series(参数模版).tolist()\n",
    "print(\"参数模版_list=\",参数模版_list,'\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'lang': 'c',\n",
       " 'postchannel': '0000',\n",
       " 'workyear': '99',\n",
       " 'cotype': '99',\n",
       " 'degreefrom': '99',\n",
       " 'jobterm': '99',\n",
       " 'companysize': '99',\n",
       " 'ord_field': '0',\n",
       " 'dibiaoid': '0',\n",
       " 'line': '',\n",
       " 'welfare': ''}"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数模版_dict = {i.split(\"=\")[0]:i.split(\"=\")[1] for i in 参数模版.query.split(\"&\")}  # .query取出query  i.split(\"=\")[0]取出key\n",
    "参数模版_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'lang': 'c',\n",
       " 'postchannel': '0000',\n",
       " 'workyear': '99',\n",
       " 'cotype': '99',\n",
       " 'degreefrom': '99',\n",
       " 'jobterm': '99',\n",
       " 'companysize': '99',\n",
       " 'ord_field': '0',\n",
       " 'dibiaoid': '0',\n",
       " 'line': '',\n",
       " 'welfare': ''}"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def 参数模板生成( keyword):\n",
    "   \n",
    "    keyword_values = urllib.parse.quote(keyword)     # 例如：用户输入：用户体验  keyword_values =  '%E7%94%A8%E6%88%B7%E4%BD%93%E9%AA%8C'\n",
    "   \n",
    "    参数模版_dict[\"query\"] = keyword_values  \n",
    "    return (参数模版_dict)\n",
    "参数模版_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'lang': 'c',\n",
       " 'postchannel': '0000',\n",
       " 'workyear': '99',\n",
       " 'cotype': '99',\n",
       " 'degreefrom': '99',\n",
       " 'jobterm': '99',\n",
       " 'companysize': '99',\n",
       " 'ord_field': '0',\n",
       " 'dibiaoid': '0',\n",
       " 'line': '',\n",
       " 'welfare': ''}"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def 参数模板生成( keyword):\n",
    "   \n",
    "    keyword_values = urllib.parse.quote(keyword)     # 例如：用户输入：用户体验  keyword_values =  '%E7%94%A8%E6%88%B7%E4%BD%93%E9%AA%8C'\n",
    "   \n",
    "    参数模版_dict[\"query\"] = keyword_values  \n",
    "    return (参数模版_dict)\n",
    "参数模版_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'lang': 'c',\n",
       " 'postchannel': '0000',\n",
       " 'workyear': '99',\n",
       " 'cotype': '99',\n",
       " 'degreefrom': '99',\n",
       " 'jobterm': '99',\n",
       " 'companysize': '99',\n",
       " 'ord_field': '0',\n",
       " 'dibiaoid': '0',\n",
       " 'line': '',\n",
       " 'welfare': '',\n",
       " 'query': '%E6%8B%BC%E5%A4%9A%E5%A4%9A'}"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数模板 = 参数模板生成(\"拼多多\")\n",
    "参数模板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'%25E8%2585%25BE%25E8%25AE%25AF'"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "keyword=urllib.parse.quote('腾讯')\n",
    "keyword=urllib.parse.quote(keyword)\n",
    "keyword"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'%E8%85%BE%E8%AE%AF'"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##解析上方的编码\n",
    "urllib.parse.unquote('%25E8%2585%25BE%25E8%25AE%25AF')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'腾讯'"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 二次解析\n",
    "urllib.parse.unquote('%E8%85%BE%E8%AE%AF')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "def 参数模版(keyword):\n",
    "    key=urllib.parse.quote(keyword)\n",
    "    key=urllib.parse.quote(key)\n",
    "    url='https://search.51job.com/list/030000,000000,0000,00,9,99,'+key+',2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "    return url\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "'dict' object is not callable",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-81-4f296721b808>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0m参数模板\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"产品经理\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m: 'dict' object is not callable"
     ]
    }
   ],
   "source": [
    "参数模板(\"产品经理\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'%25E7%2594%25A8%25E6%2588%25B7%25E7%25A0%2594%25E7%25A9%25B6'"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#增加关键词\n",
    "import urllib.parse\n",
    "keyword=urllib.parse.quote('用户研究')\n",
    "keyword=urllib.parse.quote(keyword)\n",
    "keyword\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'%E7%94%A8%E6%88%B7%E7%A0%94%E7%A9%B6'"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 解析编码\n",
    "urllib.parse.unquote('%25E7%2594%25A8%25E6%2588%25B7%25E7%25A0%2594%25E7%25A9%25B6')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'用户研究'"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 二次解析\n",
    "urllib.parse.unquote('%E7%94%A8%E6%88%B7%E7%A0%94%E7%A9%B6')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "def 参数模版(keyword):\n",
    "    key=urllib.parse.quote(keyword)\n",
    "    key=urllib.parse.quote(key)\n",
    "    url='https://search.51job.com/list/030000,000000,0000,00,9,99,'+key+',2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "    return url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030000,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数模版('产品经理')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'后端开发': '0100',\n",
       " 'Java开发工程师': '0121',\n",
       " 'PHP开发工程师': '0120',\n",
       " 'C/C++开发工程师': '0122',\n",
       " 'Python开发工程师': '0124',\n",
       " '.NET开发工程师': '0126',\n",
       " 'C#开发工程师': '0153',\n",
       " 'Ruby开发工程师': '0151',\n",
       " 'Go开发工程师': '0152',\n",
       " '大数据开发工程师': '0130',\n",
       " 'Hadoop工程师': '0129',\n",
       " '爬虫开发工程师': '0131',\n",
       " '脚本开发工程师': '0132',\n",
       " '多媒体开发工程师': '0133',\n",
       " 'GIS工程师': '0155',\n",
       " '全栈工程师': '0154',\n",
       " 'ERP技术开发': '0117',\n",
       " '区块链开发': '0128',\n",
       " '高级软件工程师': '0106',\n",
       " '软件工程师': '0107',\n",
       " '系统架构设计师': '0143',\n",
       " '系统分析员': '0123',\n",
       " '技术文员/助理': '0149',\n",
       " '技术文档工程师': '0150',\n",
       " '其他': '6508',\n",
       " '移动开发': '7700',\n",
       " 'Android开发工程师': '7701',\n",
       " 'iOS开发工程师': '7702',\n",
       " '小程序开发工程师': '7705',\n",
       " '移动开发工程师': '7703',\n",
       " '前端开发': '7200',\n",
       " 'Web前端开发': '7201',\n",
       " 'HTML5开发工程师': '7202',\n",
       " '人工智能': '7300',\n",
       " '机器学习工程师': '7301',\n",
       " '深度学习工程师': '7302',\n",
       " '图像算法工程师': '7303',\n",
       " '图像处理工程师': '7304',\n",
       " '图像识别工程师': '7305',\n",
       " '语音识别工程师': '7306',\n",
       " '机器视觉工程师': '7307',\n",
       " '自然语言处理(NLP)': '7308',\n",
       " '算法工程师': '7309',\n",
       " '推荐算法工程师': '7310',\n",
       " '搜索算法工程师': '7311',\n",
       " '游戏': '7800',\n",
       " '游戏策划师': '7801',\n",
       " '游戏系统策划': '7802',\n",
       " '游戏数值策划': '7803',\n",
       " '游戏关卡策划': '7804',\n",
       " '游戏文案策划/剧情策划': '7805',\n",
       " '游戏界面设计师': '7806',\n",
       " '游戏角色设计师': '7820',\n",
       " '游戏特效设计师': '7817',\n",
       " 'UE4特效师': '7822',\n",
       " '游戏动作设计师': '7818',\n",
       " '游戏场景设计师': '7819',\n",
       " '游戏原画师': '7807',\n",
       " '游戏动画师': '7808',\n",
       " '游戏开发工程师': '7809',\n",
       " 'Cocos2d-x开发工程师': '7810',\n",
       " 'Unity3d开发工程师': '7811',\n",
       " 'UE4开发工程师': '7823',\n",
       " '游戏客户端开发工程师': '7812',\n",
       " '游戏服务端开发工程师': '7813',\n",
       " '游戏测试': '7821',\n",
       " '游戏运营': '7814',\n",
       " '电子竞技运营': '7815',\n",
       " '视觉/交互设计': '7400',\n",
       " '平面设计总监': '7420',\n",
       " '平面设计经理/主管': '7421',\n",
       " '平面设计师': '7413',\n",
       " '美工/电商设计师': '7419',\n",
       " 'UI设计师': '7412',\n",
       " '视觉设计师': '7403',\n",
       " '网页设计师': '7401',\n",
       " '用户体验（UE/UX）设计师': '7404',\n",
       " '交互设计师': '7402',\n",
       " '动画/3D设计': '7422',\n",
       " '特效设计师': '7407',\n",
       " '原画师': '7418',\n",
       " '绘画': '7417',\n",
       " '多媒体设计': '7416',\n",
       " 'Flash设计师': '7406',\n",
       " '音效设计师': '7408',\n",
       " '计算机辅助设计工程师': '7409',\n",
       " '仿真应用工程师': '7410',\n",
       " '网站架构设计师': '7405',\n",
       " '工业/艺术设计': '0900',\n",
       " '工业设计/产品设计': '0919',\n",
       " '包装设计': '0927',\n",
       " '展览/展示/店面设计': '0925',\n",
       " '家具设计': '0940',\n",
       " '家居设计': '0941',\n",
       " '照明设计': '0934',\n",
       " '陈列设计': '0936',\n",
       " '工艺品/珠宝设计鉴定': '0920',\n",
       " '玩具设计': '0929',\n",
       " '测试': '2700',\n",
       " '软件测试工程师': '2707',\n",
       " '功能测试': '2718',\n",
       " '性能测试': '2719',\n",
       " '安全测试': '2724',\n",
       " '自动化测试': '2720',\n",
       " '移动端测试': '2721',\n",
       " '测试开发': '2722',\n",
       " '测试总监': '2726',\n",
       " '测试经理': '2705',\n",
       " '测试主管': '2723',\n",
       " '系统测试': '2706',\n",
       " '标准化工程师': '2704',\n",
       " '测试工程师': '2725',\n",
       " '运维/技术支持': '7900',\n",
       " '运维工程师': '7901',\n",
       " '自动化运维工程师': '7920',\n",
       " '系统工程师': '7902',\n",
       " '数据库工程师(DBA)': '7903',\n",
       " '系统集成工程师': '7904',\n",
       " 'ERP实施顾问': '7905',\n",
       " '网络安全工程师': '7906',\n",
       " '运维开发': '7915',\n",
       " '网站维护工程师': '7907',\n",
       " '技术支持/维护经理': '7908',\n",
       " '技术支持/维护工程师': '7909',\n",
       " '配置管理工程师': '7910',\n",
       " 'IT经理/IT主管': '7912',\n",
       " '网络工程师(IT工程师)': '7913',\n",
       " '网络管理(Helpdesk)': '7914',\n",
       " '网络维修': '7916',\n",
       " '手机维修': '7917',\n",
       " '电脑维修': '7918',\n",
       " '数据': '7500',\n",
       " '数据分析经理/主管': '7502',\n",
       " '数据分析师': '7501',\n",
       " 'ETL开发工程师': '7503',\n",
       " 'BI工程师': '7504',\n",
       " '数据仓库工程师': '7505',\n",
       " '数据采集工程师': '7506',\n",
       " '数据建模工程师': '7507',\n",
       " '数据治理工程师': '7508',\n",
       " '产品': '6600',\n",
       " '产品总监': '6604',\n",
       " '产品经理/主管': '6602',\n",
       " '互联网产品经理': '6605',\n",
       " '移动产品经理': '6606',\n",
       " '用户产品经理': '6607',\n",
       " '电商产品经理': '6608',\n",
       " '产品专员': '6601',\n",
       " '产品助理': '6603',\n",
       " '需求工程师': '6609',\n",
       " '运营': '8000.0',\n",
       " '运营总监': '8050',\n",
       " '运营经理': '8049',\n",
       " '运营主管': '8048',\n",
       " '运营专员': '8047',\n",
       " '运营助理': '8053',\n",
       " '网站运营总监': '8030',\n",
       " '网站运营经理/主管': '8003',\n",
       " '网站运营专员': '8016',\n",
       " '网络推广总监': '8032',\n",
       " '网络推广经理/主管': '8033',\n",
       " '网络推广专员': '8034',\n",
       " 'SEO/SEM': '8024',\n",
       " '信息流优化师': '8046',\n",
       " '新媒体运营': '8010',\n",
       " '直播运营': '8059',\n",
       " '微信运营': '8055',\n",
       " '微博运营': '8054',\n",
       " '用户运营': '8041',\n",
       " '社区/社群运营': '8058',\n",
       " '活动运营': '8042',\n",
       " '内容运营': '8043',\n",
       " '品类运营': '8051',\n",
       " '数据运营': '8044',\n",
       " '线下运营': '8045',\n",
       " '产品运营': '8057',\n",
       " '网站编辑': '8007',\n",
       " '内容审核': '8052',\n",
       " '网站策划': '8006',\n",
       " '电子商务': '6100',\n",
       " '电商总监': '6111',\n",
       " '电商经理/电商主管': '6110',\n",
       " '电商专员': '6109',\n",
       " '电商运营': '6102',\n",
       " '跨境电商运营': '6112',\n",
       " '网店店长': '6101',\n",
       " '网店店铺管理员': '6103',\n",
       " '网店客服': '6104',\n",
       " '店铺推广': '6105',\n",
       " '网店模特': '6107',\n",
       " '技术管理': '2600',\n",
       " '首席技术执行官CTO': '2611',\n",
       " '首席信息官CIO': '2612',\n",
       " '技术总监/经理': '2602',\n",
       " '项目总监': '3513',\n",
       " '项目经理': '2606',\n",
       " '项目主管': '2607',\n",
       " '项目执行/协调人员': '2608',\n",
       " '项目助理': '2610',\n",
       " '半导体/芯片': '6700',\n",
       " '集成电路IC设计/应用工程师': '6701',\n",
       " '芯片架构工程师': '6727',\n",
       " 'FPGA开发工程师': '6728',\n",
       " 'MEMS工程师': '6729',\n",
       " '射频芯片设计': '6730',\n",
       " '模拟芯片工程师': '6731',\n",
       " '版图设计工程师': '6722',\n",
       " '模拟版图工程师': '6732',\n",
       " '数字前端工程师': '6733',\n",
       " 'IC验证工程师': '6702',\n",
       " 'FPGA原型验证工程师': '6734',\n",
       " 'EDA工程师': '6735',\n",
       " '可测性设计工程师(DFT)': '6736',\n",
       " '数字后端工程师': '6737',\n",
       " '芯片测试工程师': '6738',\n",
       " 'FAE 现场应用工程师': '6712',\n",
       " '半导体工艺工程师': '6723',\n",
       " '工艺整合工程师(PIE)': '6740',\n",
       " '半导体设备工程师': '6739',\n",
       " '失效分析工程师(FA)': '6741',\n",
       " '封装工程师': '6760',\n",
       " '封装研发工程师': '6744',\n",
       " '半导体测试工程师': '6750',\n",
       " '芯片销售工程师': '6746',\n",
       " '半导体器件工程师': '6761',\n",
       " '半导体文档工程师': '6747',\n",
       " '半导体产品经理/产品工程师': '6748',\n",
       " '半导体技术': '6707',\n",
       " '电子/电器/仪器仪表': '2900',\n",
       " '电子工程师/技术员': '2903',\n",
       " 'PCB工程师': '2964',\n",
       " '电子技术研发工程师': '2917',\n",
       " '电子软件开发(ARM/MCU...)': '2909',\n",
       " '电子元器件工程师': '2962',\n",
       " '电子工艺工程师': '2951',\n",
       " 'SMT工程师': '2965',\n",
       " '电子设备工程师': '2959',\n",
       " '电子/电器维修工程师/技师': '2920',\n",
       " '嵌入式软件开发(Linux/单片机/PLC/DSP…)': '2910',\n",
       " '嵌入式硬件开发(主板机…)': '2919',\n",
       " '硬件工程师': '2955',\n",
       " '高级硬件工程师': '2956',\n",
       " '硬件测试工程师': '2957',\n",
       " '电气工程师/技术员': '2904',\n",
       " 'PLC工程师': '2966',\n",
       " '电路工程师/技术员(模拟/数字)': '2905',\n",
       " '电声/音响工程师/技术员': '2906',\n",
       " '电池/电源开发': '2911',\n",
       " '仪器/仪表/计量分析师': '2914',\n",
       " '计量工程师': '2958',\n",
       " '激光/光电子技术': '2918',\n",
       " '变压器与磁电工程师': '2921',\n",
       " '家用电器/数码产品研发': '2913',\n",
       " '自动控制工程师/技术员': '2908',\n",
       " '机器人调试工程师': '2963',\n",
       " '安防系统工程师': '2925',\n",
       " '电子销售工程师': '2952',\n",
       " '电子文档工程师': '2953',\n",
       " '电子产品经理/产品工程师': '2954',\n",
       " '通信技术开发及应用': '2800',\n",
       " '通信技术工程师': '2801',\n",
       " '无线通信工程师': '2803',\n",
       " '有线传输工程师': '2802',\n",
       " '射频工程师': '2815',\n",
       " '数据通信工程师': '2805',\n",
       " '通信网络工程师': '2807',\n",
       " '核心网工程师': '2819',\n",
       " '基站工程师': '2818',\n",
       " '通信设备工程师': '2820',\n",
       " '通信电源工程师': '2808',\n",
       " '电信交换工程师': '2804',\n",
       " '光通信工程师': '2814',\n",
       " '通信测试工程师': '2816',\n",
       " '通信销售工程师': '2817',\n",
       " '通信文档工程师': '2812',\n",
       " '通信产品经理/产品工程师': '2813',\n",
       " '通信项目管理': '2821',\n",
       " '销售管理': '0200',\n",
       " '销售总监': '0201',\n",
       " '销售经理': '0202',\n",
       " '销售主管': '0203',\n",
       " '业务拓展主管/经理': '0232',\n",
       " '渠道/分销总监': '0233',\n",
       " '渠道/分销经理': '0207',\n",
       " '渠道/分销主管': '0220',\n",
       " '大客户管理': '0235',\n",
       " '客户经理/主管': '0208',\n",
       " '区域销售总监': '0230',\n",
       " '区域销售经理': '0226',\n",
       " '区域销售主管': '0236',\n",
       " '城市经理': '0237',\n",
       " '团购经理/主管': '0234',\n",
       " '销售人员': '3000.0',\n",
       " '大客户销售': '3009',\n",
       " '销售代表': '3001',\n",
       " '区域销售代表': '3014',\n",
       " '渠道/分销专员': '3002',\n",
       " '客户代表': '3003',\n",
       " '销售工程师': '3004',\n",
       " '电话销售': '3005',\n",
       " '地推专员': '3017',\n",
       " '门店销售': '3016',\n",
       " '海外销售': '3015',\n",
       " '网络销售/在线销售': '3010',\n",
       " '直播销售': '3013',\n",
       " '团购业务员': '3008',\n",
       " '经销商': '3006',\n",
       " '会籍顾问': '3011',\n",
       " '销售助理': '3012',\n",
       " '销售行政及商务': '3100',\n",
       " '销售行政经理/主管': '3101',\n",
       " '销售行政专员': '3102',\n",
       " '业务分析经理/主管': '3108',\n",
       " '业务分析专员/助理': '3109',\n",
       " '商务经理': '3103',\n",
       " '商务主管/专员': '3104',\n",
       " '商务助理': '3105',\n",
       " '销售行政助理': '3106',\n",
       " '客服及支持': '3200',\n",
       " '客服总监': '3201',\n",
       " '客服经理': '3202',\n",
       " '客服主管': '3203',\n",
       " '客服专员/助理': '3204',\n",
       " '客户关系经理/主管': '3210',\n",
       " '售前/售后技术支持经理': '3205',\n",
       " '售前/售后技术支持主管': '3206',\n",
       " '售前/售后技术支持工程师': '3207',\n",
       " '咨询热线/呼叫中心服务人员': '3208',\n",
       " '网络/在线客服': '3213',\n",
       " '投诉专员': '3211',\n",
       " 'VIP专员': '3212',\n",
       " '财务/审计/税务': '0400',\n",
       " '首席财务官 CFO': '0444',\n",
       " '财务总监': '0401',\n",
       " '财务经理': '0402',\n",
       " '财务专员': '0458',\n",
       " '财务顾问': '0445',\n",
       " '财务主管/总账主管': '0403',\n",
       " '财务助理/财务文员': '0422',\n",
       " '财务分析经理/主管': '0406',\n",
       " '财务分析员': '0407',\n",
       " '固定资产会计': '0448',\n",
       " '会计经理/会计主管': '0404',\n",
       " '会计': '0405',\n",
       " '会计助理': '0457',\n",
       " '成本经理/成本主管': '0408',\n",
       " '成本管理员': '0409',\n",
       " '出纳员': '0414',\n",
       " '资金经理/主管': '0449',\n",
       " '资金专员': '0450',\n",
       " '审计经理/主管': '0410',\n",
       " '审计专员/助理': '0419',\n",
       " '税务经理/税务主管': '0411',\n",
       " '税务专员/助理': '0412',\n",
       " '统计员': '0446',\n",
       " '金融/证券/期货/投资': '3300',\n",
       " '证券/期货/外汇经纪人': '3301',\n",
       " '证券分析师': '3302',\n",
       " '期货分析师': '3319',\n",
       " '量化研究': '3316',\n",
       " '证券交易员': '3320',\n",
       " '股票/期货操盘手': '3303',\n",
       " '金融/经济研究员': '3304',\n",
       " '金融产品经理': '3312',\n",
       " '金融产品销售': '3315',\n",
       " '机构业务销售': '3317',\n",
       " '投资总监': '3322',\n",
       " '投资经理': '3323',\n",
       " '基金经理': '3341',\n",
       " '投资顾问': '3325',\n",
       " '理财顾问': '3326',\n",
       " '投资银行业务': '3307',\n",
       " '投资银行财务分析': '3313',\n",
       " '融资经理/融资主管': '3308',\n",
       " '融资专员': '3309',\n",
       " '营业部总经理/副总经理': '3318',\n",
       " '风险管理/控制': '3314',\n",
       " '资产管理': '3324',\n",
       " '拍卖/担保/典当业务': '3310',\n",
       " '银行': '2200',\n",
       " '行长/副行长': '2207',\n",
       " '银行客户总监': '2231',\n",
       " '个人业务部门经理/主管': '2223',\n",
       " '个人业务客户经理': '2224',\n",
       " '公司业务部门经理/主管': '2225',\n",
       " '公司业务客户经理': '2226',\n",
       " '综合业务经理/主管': '2227',\n",
       " '综合业务专员': '2228',\n",
       " '理财经理': '2233',\n",
       " '资产评估/分析': '2208',\n",
       " '风险控制': '2209',\n",
       " '信贷管理': '2215',\n",
       " '催收': '3340',\n",
       " '信审核查': '2229',\n",
       " '进出口/信用证结算': '2210',\n",
       " '外汇交易': '2212',\n",
       " '清算人员': '2211',\n",
       " '高级客户经理/客户经理': '2213',\n",
       " '客户主管/专员': '2214',\n",
       " '营业部大堂经理': '2230',\n",
       " '信用卡销售': '2222',\n",
       " '呼叫中心客服': '2232',\n",
       " '银行柜员': '2216',\n",
       " '小微信贷专员': '2234',\n",
       " '保险': '3400',\n",
       " '保险精算师': '3401',\n",
       " '保险产品开发/项目策划': '3402',\n",
       " '保险业务经理/主管': '3403',\n",
       " '保险经纪人/保险代理': '3404',\n",
       " '保险电销': '3414',\n",
       " '保险核保': '3407',\n",
       " '保险理赔': '3408',\n",
       " '保险客户服务/续期管理': '3409',\n",
       " '保险培训师': '3410',\n",
       " '保险内勤': '3411',\n",
       " '契约管理': '3413',\n",
       " '理财顾问/财务规划师': '3405',\n",
       " '储备经理人': '3406',\n",
       " '保险业务推动/督导': '3415',\n",
       " '生产/营运': '3500',\n",
       " '工厂经理/厂长': '3501',\n",
       " '总工程师/副总工程师': '3502',\n",
       " '项目经理/主管': '0833',\n",
       " '项目工程师': '3504',\n",
       " '营运经理': '3505',\n",
       " '营运主管': '3506',\n",
       " '生产总监': '3514',\n",
       " '生产经理/车间主任': '3507',\n",
       " '生产主管': '3509',\n",
       " '生产领班/组长': '3515',\n",
       " '生产计划/物料管理(PMC)': '3508',\n",
       " '生产文员': '3512',\n",
       " '生产跟单': '3518',\n",
       " '设备主管': '3516',\n",
       " '化验员': '3510',\n",
       " '厂务': '3517',\n",
       " '质量安全': '3600',\n",
       " '质量管理/测试经理(QA/QC经理)': '3601',\n",
       " '质量管理/测试主管(QA/QC主管)': '3602',\n",
       " '质量管理/测试工程师(QA/QC工程师)': '3603',\n",
       " '可靠度工程师': '3605',\n",
       " '故障分析工程师': '3606',\n",
       " '认证工程师': '3607',\n",
       " '体系工程师': '3608',\n",
       " '质检员/测试员(QC)': '3604',\n",
       " '审核员': '3615',\n",
       " '环境/健康/安全经理/主管（EHS）': '3609',\n",
       " '环境/健康/安全工程师（EHS）': '3610',\n",
       " '安全员': '2129',\n",
       " '供应商管理': '3611',\n",
       " '采购材料、设备质量管理': '3612',\n",
       " '工程/机械/能源': '0500',\n",
       " '技术研发经理/主管': '0510',\n",
       " '技术研发工程师': '0511',\n",
       " '产品工艺/制程工程师': '0547',\n",
       " '产品规划工程师': '0559',\n",
       " '项目管理': '0584',\n",
       " '实验室负责人/工程师': '0512',\n",
       " '工程/设备经理': '0513',\n",
       " '工程/设备主管': '0514',\n",
       " '工程/设备工程师': '0515',\n",
       " '工程/机械绘图员': '0523',\n",
       " '工业工程师': '0560',\n",
       " '材料工程师': '0582',\n",
       " '机械工程师': '0539',\n",
       " '结构工程师': '0561',\n",
       " '模具工程师': '0548',\n",
       " '机电工程师': '0544',\n",
       " '机械设计': '0586',\n",
       " '模具设计': '0587',\n",
       " '维修经理/主管': '0580',\n",
       " '维修工程师': '0537',\n",
       " '装配工程师/技师': '0581',\n",
       " '铸造/锻造工程师/技师': '0562',\n",
       " '注塑工程师/技师': '0563',\n",
       " '焊接工程师/技师': '0564',\n",
       " '夹具工程师/技师': '0565',\n",
       " 'CNC工程师': '0566',\n",
       " '冲压工程师/技师': '0567',\n",
       " '锅炉工程师/技师': '0568',\n",
       " '电力工程师/技术员': '0569',\n",
       " '光源与照明工程': '0570',\n",
       " '光伏系统工程师': '0583',\n",
       " '汽车/摩托车工程师': '0571',\n",
       " '船舶工程师': '0572',\n",
       " '轨道交通工程师/技术员': '0575',\n",
       " '飞机维修机械师': '0576',\n",
       " '飞行器设计与制造': '0573',\n",
       " '水利/水电工程师': '0577',\n",
       " '空调/热能工程师': '0585',\n",
       " '石油天然气技术人员': '0578',\n",
       " '矿产勘探/地质勘测工程师': '0579',\n",
       " '汽车研发设计': '7100',\n",
       " '汽车项目管理': '7101',\n",
       " '汽车设计工程师': '7102',\n",
       " '车身/造型设计': '7103',\n",
       " '汽车结构工程师': '7104',\n",
       " '内外饰工程师': '7105',\n",
       " '汽车电子工程师': '7106',\n",
       " '电气/电器工程师': '7107',\n",
       " '附件系统工程师': '7108',\n",
       " '动力总成工程师': '7109',\n",
       " '发动机工程师': '7110',\n",
       " '底盘工程师': '7111',\n",
       " '汽车安全性能工程师': '7112',\n",
       " '汽车试验工程师': '7113',\n",
       " '新能源电池工程师': '7114',\n",
       " '新能源电控工程师': '7115',\n",
       " '新能源电机工程师': '7116',\n",
       " '汽车标定工程师': '7117',\n",
       " '发动机匹配工程师': '7118',\n",
       " '车联网工程师': '7119',\n",
       " '智能驾驶工程师': '7120',\n",
       " '研发总监/部长/专家': '7121',\n",
       " '汽车制造': '5400',\n",
       " '汽车质量工程师': '5404',\n",
       " '供应商质量工程师': '5421',\n",
       " '前期质量工程师': '5422',\n",
       " '过程质量工程师': '5423',\n",
       " '客户质量工程师': '5424',\n",
       " '汽车装配工艺工程师': '5406',\n",
       " '总装工程师': '5425',\n",
       " '焊接工艺工程师': '5426',\n",
       " '冲压工艺工程师': '5427',\n",
       " '涂装工艺工程师': '5428',\n",
       " '汽车销售与服务': '5900',\n",
       " '汽车销售/经纪人': '5903',\n",
       " '售后服务/客户服务': '5902',\n",
       " '汽车金融销售': '5916',\n",
       " '汽车金融经理': '5918',\n",
       " '汽车金融专员': '5917',\n",
       " '车险定损/理赔': '5915',\n",
       " '汽车修理工': '5907',\n",
       " '汽车检验/检测': '5905',\n",
       " '汽车装饰美容': '5906',\n",
       " '汽车钣金': '5913',\n",
       " '汽车喷漆': '5914',\n",
       " '汽车电工': '5912',\n",
       " '洗车工': '5908',\n",
       " '4S店经理/维修站经理': '5901',\n",
       " '二手车评估师': '5904',\n",
       " '加油站工作员': '5910',\n",
       " '技工普工': '3700',\n",
       " '普工/操作工': '3710',\n",
       " '技工': '3701',\n",
       " '叉车司机/铲车司机': '3707',\n",
       " '吊车司机': '3728',\n",
       " '挖掘机司机': '3729',\n",
       " '组装工': '3715',\n",
       " '包装工': '3716',\n",
       " '焊工': '3703',\n",
       " '氩弧焊工': '3717',\n",
       " '电工': '3706',\n",
       " '电力线路工': '3718',\n",
       " '旋压工': '3719',\n",
       " '仪表工': '3720',\n",
       " '电镀工': '3721',\n",
       " '喷塑工': '3722',\n",
       " '水工': '3709',\n",
       " '木工': '2139',\n",
       " '漆工': '3724',\n",
       " '空调工': '3708',\n",
       " '电梯工': '2141',\n",
       " '锅炉工': '3726',\n",
       " '3D打印操作员': '3730',\n",
       " '学徒工': '3727',\n",
       " '服装/纺织/皮革': '3800',\n",
       " '服装/纺织设计总监': '3812',\n",
       " '服装/纺织设计': '3801',\n",
       " '服装/纺织/皮革工艺师': '3813',\n",
       " '面料辅料开发': '3802',\n",
       " '面料辅料采购': '3803',\n",
       " '服装/纺织/皮革跟单': '3804',\n",
       " '服装领班': '3814',\n",
       " '服装纺织质检员(QA/QC)': '3805',\n",
       " '板房/楦头/底格出格师': '3806',\n",
       " '电脑放码员': '3811',\n",
       " '纸样师/车板工': '3808',\n",
       " '裁床': '3809',\n",
       " '打样/制版': '3807',\n",
       " '裁剪工': '3815',\n",
       " '缝纫工': '3816',\n",
       " '手缝工': '3817',\n",
       " '烫工': '3818',\n",
       " '样衣工': '3819',\n",
       " '纺织工': '3820',\n",
       " '针织工': '3821',\n",
       " '配色工': '3822',\n",
       " '印染工': '3823',\n",
       " '漂染工': '3824',\n",
       " '挡车工': '3825',\n",
       " '整经工': '3826',\n",
       " '细纱工': '3827',\n",
       " '浆纱工': '3828',\n",
       " '采购': '3900',\n",
       " '采购总监': '3901',\n",
       " '采购经理': '3902',\n",
       " '采购主管': '3903',\n",
       " '采购员': '3904',\n",
       " '采购助理': '3905',\n",
       " '买手': '3908',\n",
       " '供应商开发': '3909',\n",
       " '贸易': '4000.0',\n",
       " '贸易/外贸经理/主管': '4001',\n",
       " '贸易/外贸专员/助理': '4002',\n",
       " '外贸销售': '4009',\n",
       " '国内贸易人员': '4003',\n",
       " '业务跟单经理': '4004',\n",
       " '高级业务跟单': '4005',\n",
       " '业务跟单': '4006',\n",
       " '助理业务跟单': '4007',\n",
       " '物流/仓储': '0800',\n",
       " '物流总监': '0827',\n",
       " '物流经理': '0801',\n",
       " '物流主管': '0802',\n",
       " '物流专员/助理': '0814',\n",
       " '物流销售': '0837',\n",
       " '供应链总监': '0828',\n",
       " '供应链经理': '0825',\n",
       " '供应链主管/专员': '0826',\n",
       " '物料经理': '0803',\n",
       " '物料主管/专员': '0804',\n",
       " '仓库经理/主管': '0808',\n",
       " '仓库管理员': '0809',\n",
       " '仓库文员': '0840',\n",
       " '订单处理员': '0834',\n",
       " '运输经理/主管': '0810',\n",
       " '货运代理': '0829',\n",
       " '集装箱业务': '0830',\n",
       " '海关事务管理': '0832',\n",
       " '报关与报检': '0811',\n",
       " '单证员': '0812',\n",
       " '船务/空运陆运操作': '0815',\n",
       " '快递员': '0813',\n",
       " '分拣员': '0838',\n",
       " '调度员': '0831',\n",
       " '安检员': '0835',\n",
       " '仓储理货员': '0823',\n",
       " '搬运工': '0836',\n",
       " '装卸工': '0839',\n",
       " '生物/制药/医疗器械': '4100',\n",
       " '生物工程/生物制药': '4101',\n",
       " '化学分析测试员': '4116',\n",
       " '医药技术研发管理人员': '4103',\n",
       " '医药技术研发人员': '4104',\n",
       " '医药学术推广': '4126',\n",
       " '临床研究员': '4105',\n",
       " '临床协调员': '4106',\n",
       " '临床监查员': '4127',\n",
       " '临床数据分析员': '4123',\n",
       " '药品注册': '4107',\n",
       " '药品生产/质量管理': '4108',\n",
       " '药品市场推广经理': '4109',\n",
       " '药品市场推广主管/专员': '4110',\n",
       " '医药招商': '4120',\n",
       " '政府事务管理': '4121',\n",
       " '招投标管理': '4122',\n",
       " '医药销售经理/主管': '4111',\n",
       " '医药代表': '4112',\n",
       " '医药销售人员': '4102',\n",
       " '医疗器械注册': '4117',\n",
       " '医疗器械研发': '4124',\n",
       " '医疗器械生产/质量管理': '4118',\n",
       " '医疗器械市场推广': '4113',\n",
       " '医疗器械销售经理/主管': '4125',\n",
       " '医疗器械销售代表': '4114',\n",
       " '医疗器械维修人员': '4119',\n",
       " '化工': '5500',\n",
       " '化工技术应用/化工工程师': '5501',\n",
       " '化工实验室研究员/技术员': '5502',\n",
       " '涂料研发工程师': '5503',\n",
       " '配色技术员': '5504',\n",
       " '塑料工程师': '5505',\n",
       " '化妆品研发': '5506',\n",
       " '食品/饮料研发': '5507',\n",
       " '造纸研发': '5509',\n",
       " '医院/医疗/护理': '1300',\n",
       " '医院管理人员': '1302',\n",
       " '综合门诊/全科医生': '1328',\n",
       " '内科医生': '1301',\n",
       " '外科医生': '1317',\n",
       " '专科医生': '1318',\n",
       " '牙科医生': '1319',\n",
       " '妇产科医生': '1337',\n",
       " '眼科医生': '1339',\n",
       " '美容整形师': '1320',\n",
       " '医美咨询': '1329',\n",
       " '麻醉医生': '1308',\n",
       " '超声影像/放射科医师': '1327',\n",
       " '理疗师': '1321',\n",
       " '中医科医生': '1322',\n",
       " '针灸/推拿': '1313',\n",
       " '儿科医生': '1325',\n",
       " '心理医生': '1309',\n",
       " '心理咨询师': '1335',\n",
       " '营养师': '1314',\n",
       " '健康管理师': '1330',\n",
       " '药库主任/药剂师': '1304',\n",
       " '医学检验': '1310',\n",
       " '核酸检测员': '1331',\n",
       " '公共卫生/疾病控制': '1323',\n",
       " '消毒员': '1333',\n",
       " '防疫员': '1332',\n",
       " '护理主任/护士长': '1324',\n",
       " '护士/护理人员': '1305',\n",
       " '导医': '1336',\n",
       " '兽医': '1315',\n",
       " '验光师': '1326',\n",
       " '广告': '4200',\n",
       " '广告客户总监/副总监': '4201',\n",
       " '广告客户经理': '4202',\n",
       " '广告客户主管/专员': '4203',\n",
       " '广告创意总监': '4205',\n",
       " '广告创意/设计经理': '4204',\n",
       " '广告创意/设计主管/专员': '4206',\n",
       " '广告制作执行': '4212',\n",
       " '广告销售': '4213',\n",
       " '美术指导': '4211',\n",
       " '文案/策划': '4207',\n",
       " '企业/业务发展经理': '4208',\n",
       " '企业策划人员': '4209',\n",
       " '公关/媒介': '4300',\n",
       " '公关总监': '4315',\n",
       " '公关经理': '4301',\n",
       " '公关主管': '4302',\n",
       " '公关专员': '4303',\n",
       " '会务/会展经理': '4304',\n",
       " '会务/会展主管': '4305',\n",
       " '会务/会展专员': '4306',\n",
       " '媒介经理': '4307',\n",
       " '媒介主管': '4308',\n",
       " '媒介专员': '4309',\n",
       " '公关/媒介助理': '4310',\n",
       " '媒介销售': '4312',\n",
       " '活动策划': '4313',\n",
       " '活动执行': '4314',\n",
       " '市场/营销': '0300',\n",
       " '市场/营销/拓展总监': '0301',\n",
       " '市场/营销/拓展经理': '0302',\n",
       " '市场/营销/拓展主管': '0303',\n",
       " '市场/营销/拓展专员': '0304',\n",
       " '市场助理': '0305',\n",
       " '互联网营销师': '0340',\n",
       " '市场分析/调研人员': '0324',\n",
       " '产品/品牌经理': '0306',\n",
       " '产品/品牌主管': '0307',\n",
       " '产品/品牌专员': '0330',\n",
       " '市场通路经理/主管': '0308',\n",
       " '市场通路专员': '0335',\n",
       " '市场企划经理/主管': '0336',\n",
       " '市场企划专员': '0337',\n",
       " '促销经理': '0310',\n",
       " '选址拓展/新店开发': '0338',\n",
       " '影视/媒体': '4400',\n",
       " '影视策划/制作人员': '4401',\n",
       " '导演/编导': '4402',\n",
       " '编剧': '4417',\n",
       " '制片人': '4418',\n",
       " '艺术/设计总监': '4403',\n",
       " '艺术指导/舞台美术设计': '4414',\n",
       " '经纪人/星探': '4404',\n",
       " '主播/主持人': '4405',\n",
       " '摄影师/摄像师': '4406',\n",
       " '后期制作': '4411',\n",
       " '视频剪辑': '4416',\n",
       " '音效师': '4407',\n",
       " '配音员': '4408',\n",
       " '灯光师': '4415',\n",
       " '放映经理/主管': '4412',\n",
       " '放映员': '4413',\n",
       " '编辑出版': '4500',\n",
       " '总编/副总编': '4501',\n",
       " '编辑': '4502',\n",
       " '作家/撰稿人': '4517',\n",
       " '记者': '4503',\n",
       " '电话采编': '4516',\n",
       " '美术编辑': '4504',\n",
       " '排版设计': '4505',\n",
       " '出版/发行': '4507',\n",
       " '建筑规划与设计': '6900',\n",
       " '室内设计总监': '6919',\n",
       " '室内设计经理/主管': '6918',\n",
       " '室内设计': '6901',\n",
       " '室内设计师助理': '6917',\n",
       " '软装设计': '6902',\n",
       " '精装设计': '6903',\n",
       " '家装顾问': '6920',\n",
       " '建筑设计师': '6905',\n",
       " '钢结构设计': '6906',\n",
       " '幕墙设计': '6907',\n",
       " '建筑结构设计': '6908',\n",
       " '建筑制图/模型/渲染': '6909',\n",
       " '暖通设计': '6911',\n",
       " '给排水设计': '6912',\n",
       " '建筑机电设计': '6910',\n",
       " '园艺/园林/景观设计': '6914',\n",
       " '城市规划设计': '6913',\n",
       " '规划与设计': '6904',\n",
       " 'BIM工程师': '6916',\n",
       " '建筑工程与装潢': '2100',\n",
       " '建筑工程师': '2101',\n",
       " '高级建筑工程师/总工': '2123',\n",
       " '给排水/暖通工程': '2104',\n",
       " '幕墙工程师': '2122',\n",
       " '建筑机电工程师': '2103',\n",
       " '楼宇自动化': '2125',\n",
       " '智能大厦/综合布线/安防/弱电': '2126',\n",
       " '精装修工程师': '2146',\n",
       " '房修工程师': '2147',\n",
       " '结构/土木/土建工程师': '2102',\n",
       " '公路/桥梁/港口/隧道工程': '2118',\n",
       " '岩土工程': '2119',\n",
       " '测绘/测量': '2120',\n",
       " '开发报建': '2127',\n",
       " '工程造价师/预结算经理': '2105',\n",
       " '预结算员': '2124',\n",
       " '建筑工程管理/项目经理': '2106',\n",
       " '建筑项目助理': '2133',\n",
       " '建筑工程验收': '2121',\n",
       " '工程监理': '2107',\n",
       " '市政工程师': '2132',\n",
       " '合同管理': '2128',\n",
       " '资料员': '2130',\n",
       " '建筑安装施工员': '2111',\n",
       " '砌筑工': '2134',\n",
       " '瓦工': '2135',\n",
       " '混凝土工': '2136',\n",
       " '浇注工': '2137',\n",
       " '钢筋工': '2138',\n",
       " '油漆工': '2140',\n",
       " '抹灰工': '2142',\n",
       " '施工开料工': '2143',\n",
       " '管道/暖通': '2144',\n",
       " '工长': '2145',\n",
       " '消防安全': '2112',\n",
       " '房地产开发': '4600',\n",
       " '房地产项目/策划经理': '4601',\n",
       " '房地产项目/策划主管/专员': '4602',\n",
       " '房地产投资管理': '4604',\n",
       " '房产项目配套工程师': '4603',\n",
       " '房地产项目招投标': '4608',\n",
       " '房地产投资分析': '4610',\n",
       " '房地产资产管理': '4611',\n",
       " '监察人员': '4612',\n",
       " '房地产销售与中介': '6000.0',\n",
       " '房地产销售经理/主管': '6009',\n",
       " '房地产销售': '6010',\n",
       " '房地产中介/置业顾问': '6001',\n",
       " '房地产评估': '6002',\n",
       " '房地产店长/经理': '6004',\n",
       " '房地产内勤': '6007',\n",
       " '房地产客服': '6006',\n",
       " '物业管理': '4700',\n",
       " '物业管理经理': '4702',\n",
       " '物业管理主管': '4714',\n",
       " '物业管理专员/助理': '4703',\n",
       " '招商/租赁/租售': '4704',\n",
       " '写字楼运营': '4719',\n",
       " '长租公寓管家/养老专员': '4717',\n",
       " '高级物业顾问/物业顾问': '4701',\n",
       " '前介工程师': '4716',\n",
       " '物业设施管理人员': '4705',\n",
       " '物业机电维修工': '4715',\n",
       " '物业机电工程师': '4708',\n",
       " '物业维修员': '4706',\n",
       " '停车管理员': '4709',\n",
       " '保安经理': '4710',\n",
       " '保安人员': '4711',\n",
       " '保洁': '4712',\n",
       " '绿化工': '4713',\n",
       " '人力资源': '0600',\n",
       " '人事总监': '0601',\n",
       " 'HRBP': '0611',\n",
       " '人事经理': '0602',\n",
       " '人事主管': '0603',\n",
       " '人事专员': '0604',\n",
       " '人事助理': '0605',\n",
       " '招聘经理/主管': '0606',\n",
       " '招聘专员/助理': '0626',\n",
       " '薪资福利经理/主管': '0607',\n",
       " '薪资福利专员/助理': '0608',\n",
       " '绩效考核经理/主管': '0627',\n",
       " '绩效考核专员/助理': '0628',\n",
       " '培训经理/主管': '0609',\n",
       " '培训专员/助理/培训师': '0610',\n",
       " '企业文化/员工关系/工会管理': '0629',\n",
       " '人力资源信息系统专员': '0630',\n",
       " '劳务派遣专员': '0635',\n",
       " '高级管理': '0700',\n",
       " '首席执行官CEO/总裁/总经理': '0701',\n",
       " '首席运营官COO': '0707',\n",
       " '副总经理/副总裁': '0702',\n",
       " '合伙人': '0704',\n",
       " '总监/部门经理': '0705',\n",
       " '策略发展总监': '0710',\n",
       " '企业秘书/董事会秘书': '0711',\n",
       " '投资者关系': '0712',\n",
       " '办事处首席代表': '0708',\n",
       " '办事处/分公司/分支机构经理': '0709',\n",
       " '总裁助理/总经理助理': '0703',\n",
       " '行政/后勤': '2300',\n",
       " '行政总监': '2301',\n",
       " '行政经理/主管/办公室主任': '2302',\n",
       " '行政专员/助理': '2303',\n",
       " '经理助理/秘书': '2304',\n",
       " '文员': '2311',\n",
       " '党工团干事': '2310',\n",
       " '前台接待/总机/接待生': '2305',\n",
       " '图书管理员/资料管理员': '2307',\n",
       " '档案管理员': '2312',\n",
       " '电脑操作员/打字员': '2308',\n",
       " '后勤': '2306',\n",
       " '咨询/顾问': '1400',\n",
       " '专业顾问': '1401',\n",
       " '咨询总监': '1402',\n",
       " '咨询经理': '1403',\n",
       " '专业培训师': '1406',\n",
       " '咨询员': '1404',\n",
       " '调研员': '1409',\n",
       " '猎头/人才中介': '1408',\n",
       " '情报信息分析人员': '1407',\n",
       " '律师/法务/合规': '1100',\n",
       " '律师/法律顾问': '1101',\n",
       " '律师助理': '1103',\n",
       " '法务总监': '1111',\n",
       " '法务经理': '1106',\n",
       " '法务主管/专员': '1102',\n",
       " '法务助理': '1107',\n",
       " '合规经理': '1109',\n",
       " '合规主管/专员': '1110',\n",
       " '知识产权/专利/商标': '1108',\n",
       " '教师': '1200',\n",
       " '英语老师': '1219',\n",
       " '数学老师': '1220',\n",
       " '语文老师': '1221',\n",
       " '物理老师': '1222',\n",
       " '化学老师': '1223',\n",
       " '日语老师': '1224',\n",
       " '幼教': '1207',\n",
       " '早教老师': '1225',\n",
       " '美术老师': '1228',\n",
       " '钢琴老师': '1233',\n",
       " '音乐老师': '1226',\n",
       " '体育教师': '1216',\n",
       " '其他外语老师': '1215',\n",
       " '在线辅导老师': '1218',\n",
       " '小学教师': '1209',\n",
       " '初中教师': '1231',\n",
       " '高中教师': '1232',\n",
       " '大学教授': '1208',\n",
       " '职业技术教师': '1211',\n",
       " '讲师/助教': '1204',\n",
       " '家教': '1205',\n",
       " '兼职教师': '1210',\n",
       " '教育咨询': '8100',\n",
       " '课程顾问': '8101',\n",
       " '招生老师': '8102',\n",
       " '学习规划师': '8103',\n",
       " '留学顾问': '8104',\n",
       " '教育管理': '8200',\n",
       " '校长': '8201',\n",
       " '班主任/辅导员': '8202',\n",
       " '院校教务管理人员': '8203',\n",
       " '园长': '8204',\n",
       " '教研组长/主管': '8205',\n",
       " '教研员': '8206',\n",
       " '教师培训/师训': '8207',\n",
       " '培训': '5700',\n",
       " '培训督导': '5701',\n",
       " '培训讲师': '5702',\n",
       " '培训策划': '5703',\n",
       " '培训产品开发': '5707',\n",
       " '培训助理': '5704',\n",
       " '科研': '1000.0',\n",
       " '科研管理人员': '1002',\n",
       " '科研人员': '1001',\n",
       " '餐饮服务': '4800',\n",
       " '餐饮店长/经理': '4801',\n",
       " '餐饮大堂经理': '4819',\n",
       " '餐厅领班': '4802',\n",
       " '餐饮服务员': '4803',\n",
       " '行政主厨/厨师长': '4806',\n",
       " '中餐厨师': '4807',\n",
       " '西餐厨师': '4820',\n",
       " '日式厨师': '4821',\n",
       " '面点师': '4822',\n",
       " '西点师': '4823',\n",
       " '厨师助理/学徒': '4812',\n",
       " '茶艺师': '4809',\n",
       " '咖啡师': '4816',\n",
       " '调酒师/侍酒师/吧台员': '4808',\n",
       " '礼仪/迎宾': '4804',\n",
       " '餐饮预订员': '4824',\n",
       " '餐饮收银员': '4818',\n",
       " '配菜/打荷': '4813',\n",
       " '传菜主管': '4811',\n",
       " '传菜员': '4825',\n",
       " '洗碗工': '4814',\n",
       " '送餐员': '4815',\n",
       " '杂工': '4817',\n",
       " ...}"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 职位参数构建\n",
    "职位参数={v:k for k,v in dict2.items()}\n",
    "职位参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030000,000000,0000,00,9,99,+,2,1.html?lang=c',\n",
       " 'postchannel=0000',\n",
       " 'workyear=99',\n",
       " 'cotype=99',\n",
       " 'degreefrom=99',\n",
       " 'jobterm=99',\n",
       " 'companysize=99',\n",
       " 'ord_field=0',\n",
       " 'dibiaoid=0',\n",
       " 'line=',\n",
       " 'welfare=']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030000,000000,0000,00,9,99,+,2,1.html?lang=c',\n",
       " 'postchannel=0000',\n",
       " 'workyear=99',\n",
       " 'cotype=99',\n",
       " 'degreefrom=99',\n",
       " 'jobterm=99',\n",
       " 'companysize=99',\n",
       " 'ord_field=0',\n",
       " 'dibiaoid=0',\n",
       " 'line=',\n",
       " 'welfare=']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "学历url='https://search.51job.com/list/030000,000000,0000,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "display(学历url.split('&'))\n",
    "年限url='https://search.51job.com/list/030000,000000,0000,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "display(年限url.split('&'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'所有': '99',\n",
       " '所有初中及以下': '01',\n",
       " '高中/中技/中专': '02',\n",
       " '大专': '03',\n",
       " '本科': '04',\n",
       " '硕士': '05',\n",
       " '博士': '06',\n",
       " '无学历要求': '07'}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'在校生/应届生': '01',\n",
       " '1-3年': '02',\n",
       " '3-5年': '03',\n",
       " '5-10年': '04',\n",
       " '10年以上': '05',\n",
       " '无需经验': '06',\n",
       " '所有': '99'}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "学历要求_str = ['所有',\"所有初中及以下\",\"高中/中技/中专\",\"大专\",\"本科\",\"硕士\",\"博士\",\"无学历要求\"]\n",
    "t=['99','01','02','03','04','05','06','07']\n",
    "学历参数={学历要求_str[i]:t[i] for i in range(len(t))}\n",
    "display(学历参数)\n",
    "年限要求_str=['在校生/应届生','1-3年','3-5年','5-10年','10年以上','无需经验','所有']\n",
    "y=['01','02','03','04','05','06','99']\n",
    "年限参数={年限要求_str[i]:y[i] for i in range(len(y))}\n",
    "display(年限参数)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'所有': '99',\n",
       " '所有初中及以下': '01',\n",
       " '高中/中技/中专': '02',\n",
       " '大专': '03',\n",
       " '本科': '04',\n",
       " '硕士': '05',\n",
       " '博士': '06',\n",
       " '无学历要求': '07'}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'在校生/应届生': '01',\n",
       " '1-3年': '02',\n",
       " '3-5年': '03',\n",
       " '5-10年': '04',\n",
       " '10年以上': '05',\n",
       " '无需经验': '06',\n",
       " '所有': '99'}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'后端开发': '0100',\n",
       " 'Java开发工程师': '0121',\n",
       " 'PHP开发工程师': '0120',\n",
       " 'C/C++开发工程师': '0122',\n",
       " 'Python开发工程师': '0124',\n",
       " '.NET开发工程师': '0126',\n",
       " 'C#开发工程师': '0153',\n",
       " 'Ruby开发工程师': '0151',\n",
       " 'Go开发工程师': '0152',\n",
       " '大数据开发工程师': '0130',\n",
       " 'Hadoop工程师': '0129',\n",
       " '爬虫开发工程师': '0131',\n",
       " '脚本开发工程师': '0132',\n",
       " '多媒体开发工程师': '0133',\n",
       " 'GIS工程师': '0155',\n",
       " '全栈工程师': '0154',\n",
       " 'ERP技术开发': '0117',\n",
       " '区块链开发': '0128',\n",
       " '高级软件工程师': '0106',\n",
       " '软件工程师': '0107',\n",
       " '系统架构设计师': '0143',\n",
       " '系统分析员': '0123',\n",
       " '技术文员/助理': '0149',\n",
       " '技术文档工程师': '0150',\n",
       " '其他': '6508',\n",
       " '移动开发': '7700',\n",
       " 'Android开发工程师': '7701',\n",
       " 'iOS开发工程师': '7702',\n",
       " '小程序开发工程师': '7705',\n",
       " '移动开发工程师': '7703',\n",
       " '前端开发': '7200',\n",
       " 'Web前端开发': '7201',\n",
       " 'HTML5开发工程师': '7202',\n",
       " '人工智能': '7300',\n",
       " '机器学习工程师': '7301',\n",
       " '深度学习工程师': '7302',\n",
       " '图像算法工程师': '7303',\n",
       " '图像处理工程师': '7304',\n",
       " '图像识别工程师': '7305',\n",
       " '语音识别工程师': '7306',\n",
       " '机器视觉工程师': '7307',\n",
       " '自然语言处理(NLP)': '7308',\n",
       " '算法工程师': '7309',\n",
       " '推荐算法工程师': '7310',\n",
       " '搜索算法工程师': '7311',\n",
       " '游戏': '7800',\n",
       " '游戏策划师': '7801',\n",
       " '游戏系统策划': '7802',\n",
       " '游戏数值策划': '7803',\n",
       " '游戏关卡策划': '7804',\n",
       " '游戏文案策划/剧情策划': '7805',\n",
       " '游戏界面设计师': '7806',\n",
       " '游戏角色设计师': '7820',\n",
       " '游戏特效设计师': '7817',\n",
       " 'UE4特效师': '7822',\n",
       " '游戏动作设计师': '7818',\n",
       " '游戏场景设计师': '7819',\n",
       " '游戏原画师': '7807',\n",
       " '游戏动画师': '7808',\n",
       " '游戏开发工程师': '7809',\n",
       " 'Cocos2d-x开发工程师': '7810',\n",
       " 'Unity3d开发工程师': '7811',\n",
       " 'UE4开发工程师': '7823',\n",
       " '游戏客户端开发工程师': '7812',\n",
       " '游戏服务端开发工程师': '7813',\n",
       " '游戏测试': '7821',\n",
       " '游戏运营': '7814',\n",
       " '电子竞技运营': '7815',\n",
       " '视觉/交互设计': '7400',\n",
       " '平面设计总监': '7420',\n",
       " '平面设计经理/主管': '7421',\n",
       " '平面设计师': '7413',\n",
       " '美工/电商设计师': '7419',\n",
       " 'UI设计师': '7412',\n",
       " '视觉设计师': '7403',\n",
       " '网页设计师': '7401',\n",
       " '用户体验（UE/UX）设计师': '7404',\n",
       " '交互设计师': '7402',\n",
       " '动画/3D设计': '7422',\n",
       " '特效设计师': '7407',\n",
       " '原画师': '7418',\n",
       " '绘画': '7417',\n",
       " '多媒体设计': '7416',\n",
       " 'Flash设计师': '7406',\n",
       " '音效设计师': '7408',\n",
       " '计算机辅助设计工程师': '7409',\n",
       " '仿真应用工程师': '7410',\n",
       " '网站架构设计师': '7405',\n",
       " '工业/艺术设计': '0900',\n",
       " '工业设计/产品设计': '0919',\n",
       " '包装设计': '0927',\n",
       " '展览/展示/店面设计': '0925',\n",
       " '家具设计': '0940',\n",
       " '家居设计': '0941',\n",
       " '照明设计': '0934',\n",
       " '陈列设计': '0936',\n",
       " '工艺品/珠宝设计鉴定': '0920',\n",
       " '玩具设计': '0929',\n",
       " '测试': '2700',\n",
       " '软件测试工程师': '2707',\n",
       " '功能测试': '2718',\n",
       " '性能测试': '2719',\n",
       " '安全测试': '2724',\n",
       " '自动化测试': '2720',\n",
       " '移动端测试': '2721',\n",
       " '测试开发': '2722',\n",
       " '测试总监': '2726',\n",
       " '测试经理': '2705',\n",
       " '测试主管': '2723',\n",
       " '系统测试': '2706',\n",
       " '标准化工程师': '2704',\n",
       " '测试工程师': '2725',\n",
       " '运维/技术支持': '7900',\n",
       " '运维工程师': '7901',\n",
       " '自动化运维工程师': '7920',\n",
       " '系统工程师': '7902',\n",
       " '数据库工程师(DBA)': '7903',\n",
       " '系统集成工程师': '7904',\n",
       " 'ERP实施顾问': '7905',\n",
       " '网络安全工程师': '7906',\n",
       " '运维开发': '7915',\n",
       " '网站维护工程师': '7907',\n",
       " '技术支持/维护经理': '7908',\n",
       " '技术支持/维护工程师': '7909',\n",
       " '配置管理工程师': '7910',\n",
       " 'IT经理/IT主管': '7912',\n",
       " '网络工程师(IT工程师)': '7913',\n",
       " '网络管理(Helpdesk)': '7914',\n",
       " '网络维修': '7916',\n",
       " '手机维修': '7917',\n",
       " '电脑维修': '7918',\n",
       " '数据': '7500',\n",
       " '数据分析经理/主管': '7502',\n",
       " '数据分析师': '7501',\n",
       " 'ETL开发工程师': '7503',\n",
       " 'BI工程师': '7504',\n",
       " '数据仓库工程师': '7505',\n",
       " '数据采集工程师': '7506',\n",
       " '数据建模工程师': '7507',\n",
       " '数据治理工程师': '7508',\n",
       " '产品': '6600',\n",
       " '产品总监': '6604',\n",
       " '产品经理/主管': '6602',\n",
       " '互联网产品经理': '6605',\n",
       " '移动产品经理': '6606',\n",
       " '用户产品经理': '6607',\n",
       " '电商产品经理': '6608',\n",
       " '产品专员': '6601',\n",
       " '产品助理': '6603',\n",
       " '需求工程师': '6609',\n",
       " '运营': '8000.0',\n",
       " '运营总监': '8050',\n",
       " '运营经理': '8049',\n",
       " '运营主管': '8048',\n",
       " '运营专员': '8047',\n",
       " '运营助理': '8053',\n",
       " '网站运营总监': '8030',\n",
       " '网站运营经理/主管': '8003',\n",
       " '网站运营专员': '8016',\n",
       " '网络推广总监': '8032',\n",
       " '网络推广经理/主管': '8033',\n",
       " '网络推广专员': '8034',\n",
       " 'SEO/SEM': '8024',\n",
       " '信息流优化师': '8046',\n",
       " '新媒体运营': '8010',\n",
       " '直播运营': '8059',\n",
       " '微信运营': '8055',\n",
       " '微博运营': '8054',\n",
       " '用户运营': '8041',\n",
       " '社区/社群运营': '8058',\n",
       " '活动运营': '8042',\n",
       " '内容运营': '8043',\n",
       " '品类运营': '8051',\n",
       " '数据运营': '8044',\n",
       " '线下运营': '8045',\n",
       " '产品运营': '8057',\n",
       " '网站编辑': '8007',\n",
       " '内容审核': '8052',\n",
       " '网站策划': '8006',\n",
       " '电子商务': '6100',\n",
       " '电商总监': '6111',\n",
       " '电商经理/电商主管': '6110',\n",
       " '电商专员': '6109',\n",
       " '电商运营': '6102',\n",
       " '跨境电商运营': '6112',\n",
       " '网店店长': '6101',\n",
       " '网店店铺管理员': '6103',\n",
       " '网店客服': '6104',\n",
       " '店铺推广': '6105',\n",
       " '网店模特': '6107',\n",
       " '技术管理': '2600',\n",
       " '首席技术执行官CTO': '2611',\n",
       " '首席信息官CIO': '2612',\n",
       " '技术总监/经理': '2602',\n",
       " '项目总监': '3513',\n",
       " '项目经理': '2606',\n",
       " '项目主管': '2607',\n",
       " '项目执行/协调人员': '2608',\n",
       " '项目助理': '2610',\n",
       " '半导体/芯片': '6700',\n",
       " '集成电路IC设计/应用工程师': '6701',\n",
       " '芯片架构工程师': '6727',\n",
       " 'FPGA开发工程师': '6728',\n",
       " 'MEMS工程师': '6729',\n",
       " '射频芯片设计': '6730',\n",
       " '模拟芯片工程师': '6731',\n",
       " '版图设计工程师': '6722',\n",
       " '模拟版图工程师': '6732',\n",
       " '数字前端工程师': '6733',\n",
       " 'IC验证工程师': '6702',\n",
       " 'FPGA原型验证工程师': '6734',\n",
       " 'EDA工程师': '6735',\n",
       " '可测性设计工程师(DFT)': '6736',\n",
       " '数字后端工程师': '6737',\n",
       " '芯片测试工程师': '6738',\n",
       " 'FAE 现场应用工程师': '6712',\n",
       " '半导体工艺工程师': '6723',\n",
       " '工艺整合工程师(PIE)': '6740',\n",
       " '半导体设备工程师': '6739',\n",
       " '失效分析工程师(FA)': '6741',\n",
       " '封装工程师': '6760',\n",
       " '封装研发工程师': '6744',\n",
       " '半导体测试工程师': '6750',\n",
       " '芯片销售工程师': '6746',\n",
       " '半导体器件工程师': '6761',\n",
       " '半导体文档工程师': '6747',\n",
       " '半导体产品经理/产品工程师': '6748',\n",
       " '半导体技术': '6707',\n",
       " '电子/电器/仪器仪表': '2900',\n",
       " '电子工程师/技术员': '2903',\n",
       " 'PCB工程师': '2964',\n",
       " '电子技术研发工程师': '2917',\n",
       " '电子软件开发(ARM/MCU...)': '2909',\n",
       " '电子元器件工程师': '2962',\n",
       " '电子工艺工程师': '2951',\n",
       " 'SMT工程师': '2965',\n",
       " '电子设备工程师': '2959',\n",
       " '电子/电器维修工程师/技师': '2920',\n",
       " '嵌入式软件开发(Linux/单片机/PLC/DSP…)': '2910',\n",
       " '嵌入式硬件开发(主板机…)': '2919',\n",
       " '硬件工程师': '2955',\n",
       " '高级硬件工程师': '2956',\n",
       " '硬件测试工程师': '2957',\n",
       " '电气工程师/技术员': '2904',\n",
       " 'PLC工程师': '2966',\n",
       " '电路工程师/技术员(模拟/数字)': '2905',\n",
       " '电声/音响工程师/技术员': '2906',\n",
       " '电池/电源开发': '2911',\n",
       " '仪器/仪表/计量分析师': '2914',\n",
       " '计量工程师': '2958',\n",
       " '激光/光电子技术': '2918',\n",
       " '变压器与磁电工程师': '2921',\n",
       " '家用电器/数码产品研发': '2913',\n",
       " '自动控制工程师/技术员': '2908',\n",
       " '机器人调试工程师': '2963',\n",
       " '安防系统工程师': '2925',\n",
       " '电子销售工程师': '2952',\n",
       " '电子文档工程师': '2953',\n",
       " '电子产品经理/产品工程师': '2954',\n",
       " '通信技术开发及应用': '2800',\n",
       " '通信技术工程师': '2801',\n",
       " '无线通信工程师': '2803',\n",
       " '有线传输工程师': '2802',\n",
       " '射频工程师': '2815',\n",
       " '数据通信工程师': '2805',\n",
       " '通信网络工程师': '2807',\n",
       " '核心网工程师': '2819',\n",
       " '基站工程师': '2818',\n",
       " '通信设备工程师': '2820',\n",
       " '通信电源工程师': '2808',\n",
       " '电信交换工程师': '2804',\n",
       " '光通信工程师': '2814',\n",
       " '通信测试工程师': '2816',\n",
       " '通信销售工程师': '2817',\n",
       " '通信文档工程师': '2812',\n",
       " '通信产品经理/产品工程师': '2813',\n",
       " '通信项目管理': '2821',\n",
       " '销售管理': '0200',\n",
       " '销售总监': '0201',\n",
       " '销售经理': '0202',\n",
       " '销售主管': '0203',\n",
       " '业务拓展主管/经理': '0232',\n",
       " '渠道/分销总监': '0233',\n",
       " '渠道/分销经理': '0207',\n",
       " '渠道/分销主管': '0220',\n",
       " '大客户管理': '0235',\n",
       " '客户经理/主管': '0208',\n",
       " '区域销售总监': '0230',\n",
       " '区域销售经理': '0226',\n",
       " '区域销售主管': '0236',\n",
       " '城市经理': '0237',\n",
       " '团购经理/主管': '0234',\n",
       " '销售人员': '3000.0',\n",
       " '大客户销售': '3009',\n",
       " '销售代表': '3001',\n",
       " '区域销售代表': '3014',\n",
       " '渠道/分销专员': '3002',\n",
       " '客户代表': '3003',\n",
       " '销售工程师': '3004',\n",
       " '电话销售': '3005',\n",
       " '地推专员': '3017',\n",
       " '门店销售': '3016',\n",
       " '海外销售': '3015',\n",
       " '网络销售/在线销售': '3010',\n",
       " '直播销售': '3013',\n",
       " '团购业务员': '3008',\n",
       " '经销商': '3006',\n",
       " '会籍顾问': '3011',\n",
       " '销售助理': '3012',\n",
       " '销售行政及商务': '3100',\n",
       " '销售行政经理/主管': '3101',\n",
       " '销售行政专员': '3102',\n",
       " '业务分析经理/主管': '3108',\n",
       " '业务分析专员/助理': '3109',\n",
       " '商务经理': '3103',\n",
       " '商务主管/专员': '3104',\n",
       " '商务助理': '3105',\n",
       " '销售行政助理': '3106',\n",
       " '客服及支持': '3200',\n",
       " '客服总监': '3201',\n",
       " '客服经理': '3202',\n",
       " '客服主管': '3203',\n",
       " '客服专员/助理': '3204',\n",
       " '客户关系经理/主管': '3210',\n",
       " '售前/售后技术支持经理': '3205',\n",
       " '售前/售后技术支持主管': '3206',\n",
       " '售前/售后技术支持工程师': '3207',\n",
       " '咨询热线/呼叫中心服务人员': '3208',\n",
       " '网络/在线客服': '3213',\n",
       " '投诉专员': '3211',\n",
       " 'VIP专员': '3212',\n",
       " '财务/审计/税务': '0400',\n",
       " '首席财务官 CFO': '0444',\n",
       " '财务总监': '0401',\n",
       " '财务经理': '0402',\n",
       " '财务专员': '0458',\n",
       " '财务顾问': '0445',\n",
       " '财务主管/总账主管': '0403',\n",
       " '财务助理/财务文员': '0422',\n",
       " '财务分析经理/主管': '0406',\n",
       " '财务分析员': '0407',\n",
       " '固定资产会计': '0448',\n",
       " '会计经理/会计主管': '0404',\n",
       " '会计': '0405',\n",
       " '会计助理': '0457',\n",
       " '成本经理/成本主管': '0408',\n",
       " '成本管理员': '0409',\n",
       " '出纳员': '0414',\n",
       " '资金经理/主管': '0449',\n",
       " '资金专员': '0450',\n",
       " '审计经理/主管': '0410',\n",
       " '审计专员/助理': '0419',\n",
       " '税务经理/税务主管': '0411',\n",
       " '税务专员/助理': '0412',\n",
       " '统计员': '0446',\n",
       " '金融/证券/期货/投资': '3300',\n",
       " '证券/期货/外汇经纪人': '3301',\n",
       " '证券分析师': '3302',\n",
       " '期货分析师': '3319',\n",
       " '量化研究': '3316',\n",
       " '证券交易员': '3320',\n",
       " '股票/期货操盘手': '3303',\n",
       " '金融/经济研究员': '3304',\n",
       " '金融产品经理': '3312',\n",
       " '金融产品销售': '3315',\n",
       " '机构业务销售': '3317',\n",
       " '投资总监': '3322',\n",
       " '投资经理': '3323',\n",
       " '基金经理': '3341',\n",
       " '投资顾问': '3325',\n",
       " '理财顾问': '3326',\n",
       " '投资银行业务': '3307',\n",
       " '投资银行财务分析': '3313',\n",
       " '融资经理/融资主管': '3308',\n",
       " '融资专员': '3309',\n",
       " '营业部总经理/副总经理': '3318',\n",
       " '风险管理/控制': '3314',\n",
       " '资产管理': '3324',\n",
       " '拍卖/担保/典当业务': '3310',\n",
       " '银行': '2200',\n",
       " '行长/副行长': '2207',\n",
       " '银行客户总监': '2231',\n",
       " '个人业务部门经理/主管': '2223',\n",
       " '个人业务客户经理': '2224',\n",
       " '公司业务部门经理/主管': '2225',\n",
       " '公司业务客户经理': '2226',\n",
       " '综合业务经理/主管': '2227',\n",
       " '综合业务专员': '2228',\n",
       " '理财经理': '2233',\n",
       " '资产评估/分析': '2208',\n",
       " '风险控制': '2209',\n",
       " '信贷管理': '2215',\n",
       " '催收': '3340',\n",
       " '信审核查': '2229',\n",
       " '进出口/信用证结算': '2210',\n",
       " '外汇交易': '2212',\n",
       " '清算人员': '2211',\n",
       " '高级客户经理/客户经理': '2213',\n",
       " '客户主管/专员': '2214',\n",
       " '营业部大堂经理': '2230',\n",
       " '信用卡销售': '2222',\n",
       " '呼叫中心客服': '2232',\n",
       " '银行柜员': '2216',\n",
       " '小微信贷专员': '2234',\n",
       " '保险': '3400',\n",
       " '保险精算师': '3401',\n",
       " '保险产品开发/项目策划': '3402',\n",
       " '保险业务经理/主管': '3403',\n",
       " '保险经纪人/保险代理': '3404',\n",
       " '保险电销': '3414',\n",
       " '保险核保': '3407',\n",
       " '保险理赔': '3408',\n",
       " '保险客户服务/续期管理': '3409',\n",
       " '保险培训师': '3410',\n",
       " '保险内勤': '3411',\n",
       " '契约管理': '3413',\n",
       " '理财顾问/财务规划师': '3405',\n",
       " '储备经理人': '3406',\n",
       " '保险业务推动/督导': '3415',\n",
       " '生产/营运': '3500',\n",
       " '工厂经理/厂长': '3501',\n",
       " '总工程师/副总工程师': '3502',\n",
       " '项目经理/主管': '0833',\n",
       " '项目工程师': '3504',\n",
       " '营运经理': '3505',\n",
       " '营运主管': '3506',\n",
       " '生产总监': '3514',\n",
       " '生产经理/车间主任': '3507',\n",
       " '生产主管': '3509',\n",
       " '生产领班/组长': '3515',\n",
       " '生产计划/物料管理(PMC)': '3508',\n",
       " '生产文员': '3512',\n",
       " '生产跟单': '3518',\n",
       " '设备主管': '3516',\n",
       " '化验员': '3510',\n",
       " '厂务': '3517',\n",
       " '质量安全': '3600',\n",
       " '质量管理/测试经理(QA/QC经理)': '3601',\n",
       " '质量管理/测试主管(QA/QC主管)': '3602',\n",
       " '质量管理/测试工程师(QA/QC工程师)': '3603',\n",
       " '可靠度工程师': '3605',\n",
       " '故障分析工程师': '3606',\n",
       " '认证工程师': '3607',\n",
       " '体系工程师': '3608',\n",
       " '质检员/测试员(QC)': '3604',\n",
       " '审核员': '3615',\n",
       " '环境/健康/安全经理/主管（EHS）': '3609',\n",
       " '环境/健康/安全工程师（EHS）': '3610',\n",
       " '安全员': '2129',\n",
       " '供应商管理': '3611',\n",
       " '采购材料、设备质量管理': '3612',\n",
       " '工程/机械/能源': '0500',\n",
       " '技术研发经理/主管': '0510',\n",
       " '技术研发工程师': '0511',\n",
       " '产品工艺/制程工程师': '0547',\n",
       " '产品规划工程师': '0559',\n",
       " '项目管理': '0584',\n",
       " '实验室负责人/工程师': '0512',\n",
       " '工程/设备经理': '0513',\n",
       " '工程/设备主管': '0514',\n",
       " '工程/设备工程师': '0515',\n",
       " '工程/机械绘图员': '0523',\n",
       " '工业工程师': '0560',\n",
       " '材料工程师': '0582',\n",
       " '机械工程师': '0539',\n",
       " '结构工程师': '0561',\n",
       " '模具工程师': '0548',\n",
       " '机电工程师': '0544',\n",
       " '机械设计': '0586',\n",
       " '模具设计': '0587',\n",
       " '维修经理/主管': '0580',\n",
       " '维修工程师': '0537',\n",
       " '装配工程师/技师': '0581',\n",
       " '铸造/锻造工程师/技师': '0562',\n",
       " '注塑工程师/技师': '0563',\n",
       " '焊接工程师/技师': '0564',\n",
       " '夹具工程师/技师': '0565',\n",
       " 'CNC工程师': '0566',\n",
       " '冲压工程师/技师': '0567',\n",
       " '锅炉工程师/技师': '0568',\n",
       " '电力工程师/技术员': '0569',\n",
       " '光源与照明工程': '0570',\n",
       " '光伏系统工程师': '0583',\n",
       " '汽车/摩托车工程师': '0571',\n",
       " '船舶工程师': '0572',\n",
       " '轨道交通工程师/技术员': '0575',\n",
       " '飞机维修机械师': '0576',\n",
       " '飞行器设计与制造': '0573',\n",
       " '水利/水电工程师': '0577',\n",
       " '空调/热能工程师': '0585',\n",
       " '石油天然气技术人员': '0578',\n",
       " '矿产勘探/地质勘测工程师': '0579',\n",
       " '汽车研发设计': '7100',\n",
       " '汽车项目管理': '7101',\n",
       " '汽车设计工程师': '7102',\n",
       " '车身/造型设计': '7103',\n",
       " '汽车结构工程师': '7104',\n",
       " '内外饰工程师': '7105',\n",
       " '汽车电子工程师': '7106',\n",
       " '电气/电器工程师': '7107',\n",
       " '附件系统工程师': '7108',\n",
       " '动力总成工程师': '7109',\n",
       " '发动机工程师': '7110',\n",
       " '底盘工程师': '7111',\n",
       " '汽车安全性能工程师': '7112',\n",
       " '汽车试验工程师': '7113',\n",
       " '新能源电池工程师': '7114',\n",
       " '新能源电控工程师': '7115',\n",
       " '新能源电机工程师': '7116',\n",
       " '汽车标定工程师': '7117',\n",
       " '发动机匹配工程师': '7118',\n",
       " '车联网工程师': '7119',\n",
       " '智能驾驶工程师': '7120',\n",
       " '研发总监/部长/专家': '7121',\n",
       " '汽车制造': '5400',\n",
       " '汽车质量工程师': '5404',\n",
       " '供应商质量工程师': '5421',\n",
       " '前期质量工程师': '5422',\n",
       " '过程质量工程师': '5423',\n",
       " '客户质量工程师': '5424',\n",
       " '汽车装配工艺工程师': '5406',\n",
       " '总装工程师': '5425',\n",
       " '焊接工艺工程师': '5426',\n",
       " '冲压工艺工程师': '5427',\n",
       " '涂装工艺工程师': '5428',\n",
       " '汽车销售与服务': '5900',\n",
       " '汽车销售/经纪人': '5903',\n",
       " '售后服务/客户服务': '5902',\n",
       " '汽车金融销售': '5916',\n",
       " '汽车金融经理': '5918',\n",
       " '汽车金融专员': '5917',\n",
       " '车险定损/理赔': '5915',\n",
       " '汽车修理工': '5907',\n",
       " '汽车检验/检测': '5905',\n",
       " '汽车装饰美容': '5906',\n",
       " '汽车钣金': '5913',\n",
       " '汽车喷漆': '5914',\n",
       " '汽车电工': '5912',\n",
       " '洗车工': '5908',\n",
       " '4S店经理/维修站经理': '5901',\n",
       " '二手车评估师': '5904',\n",
       " '加油站工作员': '5910',\n",
       " '技工普工': '3700',\n",
       " '普工/操作工': '3710',\n",
       " '技工': '3701',\n",
       " '叉车司机/铲车司机': '3707',\n",
       " '吊车司机': '3728',\n",
       " '挖掘机司机': '3729',\n",
       " '组装工': '3715',\n",
       " '包装工': '3716',\n",
       " '焊工': '3703',\n",
       " '氩弧焊工': '3717',\n",
       " '电工': '3706',\n",
       " '电力线路工': '3718',\n",
       " '旋压工': '3719',\n",
       " '仪表工': '3720',\n",
       " '电镀工': '3721',\n",
       " '喷塑工': '3722',\n",
       " '水工': '3709',\n",
       " '木工': '2139',\n",
       " '漆工': '3724',\n",
       " '空调工': '3708',\n",
       " '电梯工': '2141',\n",
       " '锅炉工': '3726',\n",
       " '3D打印操作员': '3730',\n",
       " '学徒工': '3727',\n",
       " '服装/纺织/皮革': '3800',\n",
       " '服装/纺织设计总监': '3812',\n",
       " '服装/纺织设计': '3801',\n",
       " '服装/纺织/皮革工艺师': '3813',\n",
       " '面料辅料开发': '3802',\n",
       " '面料辅料采购': '3803',\n",
       " '服装/纺织/皮革跟单': '3804',\n",
       " '服装领班': '3814',\n",
       " '服装纺织质检员(QA/QC)': '3805',\n",
       " '板房/楦头/底格出格师': '3806',\n",
       " '电脑放码员': '3811',\n",
       " '纸样师/车板工': '3808',\n",
       " '裁床': '3809',\n",
       " '打样/制版': '3807',\n",
       " '裁剪工': '3815',\n",
       " '缝纫工': '3816',\n",
       " '手缝工': '3817',\n",
       " '烫工': '3818',\n",
       " '样衣工': '3819',\n",
       " '纺织工': '3820',\n",
       " '针织工': '3821',\n",
       " '配色工': '3822',\n",
       " '印染工': '3823',\n",
       " '漂染工': '3824',\n",
       " '挡车工': '3825',\n",
       " '整经工': '3826',\n",
       " '细纱工': '3827',\n",
       " '浆纱工': '3828',\n",
       " '采购': '3900',\n",
       " '采购总监': '3901',\n",
       " '采购经理': '3902',\n",
       " '采购主管': '3903',\n",
       " '采购员': '3904',\n",
       " '采购助理': '3905',\n",
       " '买手': '3908',\n",
       " '供应商开发': '3909',\n",
       " '贸易': '4000.0',\n",
       " '贸易/外贸经理/主管': '4001',\n",
       " '贸易/外贸专员/助理': '4002',\n",
       " '外贸销售': '4009',\n",
       " '国内贸易人员': '4003',\n",
       " '业务跟单经理': '4004',\n",
       " '高级业务跟单': '4005',\n",
       " '业务跟单': '4006',\n",
       " '助理业务跟单': '4007',\n",
       " '物流/仓储': '0800',\n",
       " '物流总监': '0827',\n",
       " '物流经理': '0801',\n",
       " '物流主管': '0802',\n",
       " '物流专员/助理': '0814',\n",
       " '物流销售': '0837',\n",
       " '供应链总监': '0828',\n",
       " '供应链经理': '0825',\n",
       " '供应链主管/专员': '0826',\n",
       " '物料经理': '0803',\n",
       " '物料主管/专员': '0804',\n",
       " '仓库经理/主管': '0808',\n",
       " '仓库管理员': '0809',\n",
       " '仓库文员': '0840',\n",
       " '订单处理员': '0834',\n",
       " '运输经理/主管': '0810',\n",
       " '货运代理': '0829',\n",
       " '集装箱业务': '0830',\n",
       " '海关事务管理': '0832',\n",
       " '报关与报检': '0811',\n",
       " '单证员': '0812',\n",
       " '船务/空运陆运操作': '0815',\n",
       " '快递员': '0813',\n",
       " '分拣员': '0838',\n",
       " '调度员': '0831',\n",
       " '安检员': '0835',\n",
       " '仓储理货员': '0823',\n",
       " '搬运工': '0836',\n",
       " '装卸工': '0839',\n",
       " '生物/制药/医疗器械': '4100',\n",
       " '生物工程/生物制药': '4101',\n",
       " '化学分析测试员': '4116',\n",
       " '医药技术研发管理人员': '4103',\n",
       " '医药技术研发人员': '4104',\n",
       " '医药学术推广': '4126',\n",
       " '临床研究员': '4105',\n",
       " '临床协调员': '4106',\n",
       " '临床监查员': '4127',\n",
       " '临床数据分析员': '4123',\n",
       " '药品注册': '4107',\n",
       " '药品生产/质量管理': '4108',\n",
       " '药品市场推广经理': '4109',\n",
       " '药品市场推广主管/专员': '4110',\n",
       " '医药招商': '4120',\n",
       " '政府事务管理': '4121',\n",
       " '招投标管理': '4122',\n",
       " '医药销售经理/主管': '4111',\n",
       " '医药代表': '4112',\n",
       " '医药销售人员': '4102',\n",
       " '医疗器械注册': '4117',\n",
       " '医疗器械研发': '4124',\n",
       " '医疗器械生产/质量管理': '4118',\n",
       " '医疗器械市场推广': '4113',\n",
       " '医疗器械销售经理/主管': '4125',\n",
       " '医疗器械销售代表': '4114',\n",
       " '医疗器械维修人员': '4119',\n",
       " '化工': '5500',\n",
       " '化工技术应用/化工工程师': '5501',\n",
       " '化工实验室研究员/技术员': '5502',\n",
       " '涂料研发工程师': '5503',\n",
       " '配色技术员': '5504',\n",
       " '塑料工程师': '5505',\n",
       " '化妆品研发': '5506',\n",
       " '食品/饮料研发': '5507',\n",
       " '造纸研发': '5509',\n",
       " '医院/医疗/护理': '1300',\n",
       " '医院管理人员': '1302',\n",
       " '综合门诊/全科医生': '1328',\n",
       " '内科医生': '1301',\n",
       " '外科医生': '1317',\n",
       " '专科医生': '1318',\n",
       " '牙科医生': '1319',\n",
       " '妇产科医生': '1337',\n",
       " '眼科医生': '1339',\n",
       " '美容整形师': '1320',\n",
       " '医美咨询': '1329',\n",
       " '麻醉医生': '1308',\n",
       " '超声影像/放射科医师': '1327',\n",
       " '理疗师': '1321',\n",
       " '中医科医生': '1322',\n",
       " '针灸/推拿': '1313',\n",
       " '儿科医生': '1325',\n",
       " '心理医生': '1309',\n",
       " '心理咨询师': '1335',\n",
       " '营养师': '1314',\n",
       " '健康管理师': '1330',\n",
       " '药库主任/药剂师': '1304',\n",
       " '医学检验': '1310',\n",
       " '核酸检测员': '1331',\n",
       " '公共卫生/疾病控制': '1323',\n",
       " '消毒员': '1333',\n",
       " '防疫员': '1332',\n",
       " '护理主任/护士长': '1324',\n",
       " '护士/护理人员': '1305',\n",
       " '导医': '1336',\n",
       " '兽医': '1315',\n",
       " '验光师': '1326',\n",
       " '广告': '4200',\n",
       " '广告客户总监/副总监': '4201',\n",
       " '广告客户经理': '4202',\n",
       " '广告客户主管/专员': '4203',\n",
       " '广告创意总监': '4205',\n",
       " '广告创意/设计经理': '4204',\n",
       " '广告创意/设计主管/专员': '4206',\n",
       " '广告制作执行': '4212',\n",
       " '广告销售': '4213',\n",
       " '美术指导': '4211',\n",
       " '文案/策划': '4207',\n",
       " '企业/业务发展经理': '4208',\n",
       " '企业策划人员': '4209',\n",
       " '公关/媒介': '4300',\n",
       " '公关总监': '4315',\n",
       " '公关经理': '4301',\n",
       " '公关主管': '4302',\n",
       " '公关专员': '4303',\n",
       " '会务/会展经理': '4304',\n",
       " '会务/会展主管': '4305',\n",
       " '会务/会展专员': '4306',\n",
       " '媒介经理': '4307',\n",
       " '媒介主管': '4308',\n",
       " '媒介专员': '4309',\n",
       " '公关/媒介助理': '4310',\n",
       " '媒介销售': '4312',\n",
       " '活动策划': '4313',\n",
       " '活动执行': '4314',\n",
       " '市场/营销': '0300',\n",
       " '市场/营销/拓展总监': '0301',\n",
       " '市场/营销/拓展经理': '0302',\n",
       " '市场/营销/拓展主管': '0303',\n",
       " '市场/营销/拓展专员': '0304',\n",
       " '市场助理': '0305',\n",
       " '互联网营销师': '0340',\n",
       " '市场分析/调研人员': '0324',\n",
       " '产品/品牌经理': '0306',\n",
       " '产品/品牌主管': '0307',\n",
       " '产品/品牌专员': '0330',\n",
       " '市场通路经理/主管': '0308',\n",
       " '市场通路专员': '0335',\n",
       " '市场企划经理/主管': '0336',\n",
       " '市场企划专员': '0337',\n",
       " '促销经理': '0310',\n",
       " '选址拓展/新店开发': '0338',\n",
       " '影视/媒体': '4400',\n",
       " '影视策划/制作人员': '4401',\n",
       " '导演/编导': '4402',\n",
       " '编剧': '4417',\n",
       " '制片人': '4418',\n",
       " '艺术/设计总监': '4403',\n",
       " '艺术指导/舞台美术设计': '4414',\n",
       " '经纪人/星探': '4404',\n",
       " '主播/主持人': '4405',\n",
       " '摄影师/摄像师': '4406',\n",
       " '后期制作': '4411',\n",
       " '视频剪辑': '4416',\n",
       " '音效师': '4407',\n",
       " '配音员': '4408',\n",
       " '灯光师': '4415',\n",
       " '放映经理/主管': '4412',\n",
       " '放映员': '4413',\n",
       " '编辑出版': '4500',\n",
       " '总编/副总编': '4501',\n",
       " '编辑': '4502',\n",
       " '作家/撰稿人': '4517',\n",
       " '记者': '4503',\n",
       " '电话采编': '4516',\n",
       " '美术编辑': '4504',\n",
       " '排版设计': '4505',\n",
       " '出版/发行': '4507',\n",
       " '建筑规划与设计': '6900',\n",
       " '室内设计总监': '6919',\n",
       " '室内设计经理/主管': '6918',\n",
       " '室内设计': '6901',\n",
       " '室内设计师助理': '6917',\n",
       " '软装设计': '6902',\n",
       " '精装设计': '6903',\n",
       " '家装顾问': '6920',\n",
       " '建筑设计师': '6905',\n",
       " '钢结构设计': '6906',\n",
       " '幕墙设计': '6907',\n",
       " '建筑结构设计': '6908',\n",
       " '建筑制图/模型/渲染': '6909',\n",
       " '暖通设计': '6911',\n",
       " '给排水设计': '6912',\n",
       " '建筑机电设计': '6910',\n",
       " '园艺/园林/景观设计': '6914',\n",
       " '城市规划设计': '6913',\n",
       " '规划与设计': '6904',\n",
       " 'BIM工程师': '6916',\n",
       " '建筑工程与装潢': '2100',\n",
       " '建筑工程师': '2101',\n",
       " '高级建筑工程师/总工': '2123',\n",
       " '给排水/暖通工程': '2104',\n",
       " '幕墙工程师': '2122',\n",
       " '建筑机电工程师': '2103',\n",
       " '楼宇自动化': '2125',\n",
       " '智能大厦/综合布线/安防/弱电': '2126',\n",
       " '精装修工程师': '2146',\n",
       " '房修工程师': '2147',\n",
       " '结构/土木/土建工程师': '2102',\n",
       " '公路/桥梁/港口/隧道工程': '2118',\n",
       " '岩土工程': '2119',\n",
       " '测绘/测量': '2120',\n",
       " '开发报建': '2127',\n",
       " '工程造价师/预结算经理': '2105',\n",
       " '预结算员': '2124',\n",
       " '建筑工程管理/项目经理': '2106',\n",
       " '建筑项目助理': '2133',\n",
       " '建筑工程验收': '2121',\n",
       " '工程监理': '2107',\n",
       " '市政工程师': '2132',\n",
       " '合同管理': '2128',\n",
       " '资料员': '2130',\n",
       " '建筑安装施工员': '2111',\n",
       " '砌筑工': '2134',\n",
       " '瓦工': '2135',\n",
       " '混凝土工': '2136',\n",
       " '浇注工': '2137',\n",
       " '钢筋工': '2138',\n",
       " '油漆工': '2140',\n",
       " '抹灰工': '2142',\n",
       " '施工开料工': '2143',\n",
       " '管道/暖通': '2144',\n",
       " '工长': '2145',\n",
       " '消防安全': '2112',\n",
       " '房地产开发': '4600',\n",
       " '房地产项目/策划经理': '4601',\n",
       " '房地产项目/策划主管/专员': '4602',\n",
       " '房地产投资管理': '4604',\n",
       " '房产项目配套工程师': '4603',\n",
       " '房地产项目招投标': '4608',\n",
       " '房地产投资分析': '4610',\n",
       " '房地产资产管理': '4611',\n",
       " '监察人员': '4612',\n",
       " '房地产销售与中介': '6000.0',\n",
       " '房地产销售经理/主管': '6009',\n",
       " '房地产销售': '6010',\n",
       " '房地产中介/置业顾问': '6001',\n",
       " '房地产评估': '6002',\n",
       " '房地产店长/经理': '6004',\n",
       " '房地产内勤': '6007',\n",
       " '房地产客服': '6006',\n",
       " '物业管理': '4700',\n",
       " '物业管理经理': '4702',\n",
       " '物业管理主管': '4714',\n",
       " '物业管理专员/助理': '4703',\n",
       " '招商/租赁/租售': '4704',\n",
       " '写字楼运营': '4719',\n",
       " '长租公寓管家/养老专员': '4717',\n",
       " '高级物业顾问/物业顾问': '4701',\n",
       " '前介工程师': '4716',\n",
       " '物业设施管理人员': '4705',\n",
       " '物业机电维修工': '4715',\n",
       " '物业机电工程师': '4708',\n",
       " '物业维修员': '4706',\n",
       " '停车管理员': '4709',\n",
       " '保安经理': '4710',\n",
       " '保安人员': '4711',\n",
       " '保洁': '4712',\n",
       " '绿化工': '4713',\n",
       " '人力资源': '0600',\n",
       " '人事总监': '0601',\n",
       " 'HRBP': '0611',\n",
       " '人事经理': '0602',\n",
       " '人事主管': '0603',\n",
       " '人事专员': '0604',\n",
       " '人事助理': '0605',\n",
       " '招聘经理/主管': '0606',\n",
       " '招聘专员/助理': '0626',\n",
       " '薪资福利经理/主管': '0607',\n",
       " '薪资福利专员/助理': '0608',\n",
       " '绩效考核经理/主管': '0627',\n",
       " '绩效考核专员/助理': '0628',\n",
       " '培训经理/主管': '0609',\n",
       " '培训专员/助理/培训师': '0610',\n",
       " '企业文化/员工关系/工会管理': '0629',\n",
       " '人力资源信息系统专员': '0630',\n",
       " '劳务派遣专员': '0635',\n",
       " '高级管理': '0700',\n",
       " '首席执行官CEO/总裁/总经理': '0701',\n",
       " '首席运营官COO': '0707',\n",
       " '副总经理/副总裁': '0702',\n",
       " '合伙人': '0704',\n",
       " '总监/部门经理': '0705',\n",
       " '策略发展总监': '0710',\n",
       " '企业秘书/董事会秘书': '0711',\n",
       " '投资者关系': '0712',\n",
       " '办事处首席代表': '0708',\n",
       " '办事处/分公司/分支机构经理': '0709',\n",
       " '总裁助理/总经理助理': '0703',\n",
       " '行政/后勤': '2300',\n",
       " '行政总监': '2301',\n",
       " '行政经理/主管/办公室主任': '2302',\n",
       " '行政专员/助理': '2303',\n",
       " '经理助理/秘书': '2304',\n",
       " '文员': '2311',\n",
       " '党工团干事': '2310',\n",
       " '前台接待/总机/接待生': '2305',\n",
       " '图书管理员/资料管理员': '2307',\n",
       " '档案管理员': '2312',\n",
       " '电脑操作员/打字员': '2308',\n",
       " '后勤': '2306',\n",
       " '咨询/顾问': '1400',\n",
       " '专业顾问': '1401',\n",
       " '咨询总监': '1402',\n",
       " '咨询经理': '1403',\n",
       " '专业培训师': '1406',\n",
       " '咨询员': '1404',\n",
       " '调研员': '1409',\n",
       " '猎头/人才中介': '1408',\n",
       " '情报信息分析人员': '1407',\n",
       " '律师/法务/合规': '1100',\n",
       " '律师/法律顾问': '1101',\n",
       " '律师助理': '1103',\n",
       " '法务总监': '1111',\n",
       " '法务经理': '1106',\n",
       " '法务主管/专员': '1102',\n",
       " '法务助理': '1107',\n",
       " '合规经理': '1109',\n",
       " '合规主管/专员': '1110',\n",
       " '知识产权/专利/商标': '1108',\n",
       " '教师': '1200',\n",
       " '英语老师': '1219',\n",
       " '数学老师': '1220',\n",
       " '语文老师': '1221',\n",
       " '物理老师': '1222',\n",
       " '化学老师': '1223',\n",
       " '日语老师': '1224',\n",
       " '幼教': '1207',\n",
       " '早教老师': '1225',\n",
       " '美术老师': '1228',\n",
       " '钢琴老师': '1233',\n",
       " '音乐老师': '1226',\n",
       " '体育教师': '1216',\n",
       " '其他外语老师': '1215',\n",
       " '在线辅导老师': '1218',\n",
       " '小学教师': '1209',\n",
       " '初中教师': '1231',\n",
       " '高中教师': '1232',\n",
       " '大学教授': '1208',\n",
       " '职业技术教师': '1211',\n",
       " '讲师/助教': '1204',\n",
       " '家教': '1205',\n",
       " '兼职教师': '1210',\n",
       " '教育咨询': '8100',\n",
       " '课程顾问': '8101',\n",
       " '招生老师': '8102',\n",
       " '学习规划师': '8103',\n",
       " '留学顾问': '8104',\n",
       " '教育管理': '8200',\n",
       " '校长': '8201',\n",
       " '班主任/辅导员': '8202',\n",
       " '院校教务管理人员': '8203',\n",
       " '园长': '8204',\n",
       " '教研组长/主管': '8205',\n",
       " '教研员': '8206',\n",
       " '教师培训/师训': '8207',\n",
       " '培训': '5700',\n",
       " '培训督导': '5701',\n",
       " '培训讲师': '5702',\n",
       " '培训策划': '5703',\n",
       " '培训产品开发': '5707',\n",
       " '培训助理': '5704',\n",
       " '科研': '1000.0',\n",
       " '科研管理人员': '1002',\n",
       " '科研人员': '1001',\n",
       " '餐饮服务': '4800',\n",
       " '餐饮店长/经理': '4801',\n",
       " '餐饮大堂经理': '4819',\n",
       " '餐厅领班': '4802',\n",
       " '餐饮服务员': '4803',\n",
       " '行政主厨/厨师长': '4806',\n",
       " '中餐厨师': '4807',\n",
       " '西餐厨师': '4820',\n",
       " '日式厨师': '4821',\n",
       " '面点师': '4822',\n",
       " '西点师': '4823',\n",
       " '厨师助理/学徒': '4812',\n",
       " '茶艺师': '4809',\n",
       " '咖啡师': '4816',\n",
       " '调酒师/侍酒师/吧台员': '4808',\n",
       " '礼仪/迎宾': '4804',\n",
       " '餐饮预订员': '4824',\n",
       " '餐饮收银员': '4818',\n",
       " '配菜/打荷': '4813',\n",
       " '传菜主管': '4811',\n",
       " '传菜员': '4825',\n",
       " '洗碗工': '4814',\n",
       " '送餐员': '4815',\n",
       " '杂工': '4817',\n",
       " ...}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(学历参数)\n",
    "display(年限参数)\n",
    "display(职位参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030000,000000,0000,00,9,99,+,2,1.html?lang=c',\n",
       " 'postchannel=0000',\n",
       " 'workyear=99',\n",
       " 'cotype=99',\n",
       " 'degreefrom=99',\n",
       " 'jobterm=99',\n",
       " 'companysize=99',\n",
       " 'ord_field=0',\n",
       " 'dibiaoid=0',\n",
       " 'line=',\n",
       " 'welfare=']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "url='https://search.51job.com/list/030000,000000,0000,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "display(url.split('&'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "def 参数构建(occupation,keyword,workyears,degree):\n",
    "    job=职位参数[occupation]\n",
    "    key=urllib.parse.quote(keyword)\n",
    "    key=urllib.parse.quote(key)\n",
    "    years=年限参数[workyears]\n",
    "    dg=学历参数[degree]\n",
    "    url='https://search.51job.com/list/030000,000000,'+job+',00,9,99,'+key+',2,1.html?lang=c&postchannel=0000&workyear='+years+'&cotype=99&degreefrom='+dg+'&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "    return url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030000,000000,7420,00,9,99,%25E8%25AE%25BE%25E8%25AE%25A1%25E5%25B8%2588%2520,2,1.html?lang=c&postchannel=0000&workyear=02&cotype=99&degreefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url=参数构建('平面设计总监','设计师 ','1-3年','本科')\n",
    "url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<Element 'script' language='javascript' src='//js.51jobcdn.com/in/js/2016/jquery.js?20180319'>,\n",
       " <Element 'script' language='javascript'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/js/2016/pointtrack.js?20210511'>,\n",
       " <Element 'script' language='javascript' src='//js.51jobcdn.com/in/js/2016/login/jquery.placeholder.min.js'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/utils.header.2bf76207.js'>,\n",
       " <Element 'script' language='javascript'>,\n",
       " <Element 'script' >,\n",
       " <Element 'script' >,\n",
       " <Element 'script' type='text/javascript'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/index.b1d5970a.js'>,\n",
       " <Element 'script' >]"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.html.xpath('//script')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'<script type=\"text/javascript\">&#13;\\nwindow.__SEARCH_RESULT__ = {\"top_ads\":[],\"auction_ads\":[],\"market_ads\":[],\"engine_search_result\":[{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"123591298\",\"coid\":\"4636184\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/123591298.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"产品经理（广州，上海）\",\"job_title\":\"产品经理（广州，上海）\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4636184.html\",\"company_name\":\"广州康莱食品添加剂有限公司\",\"providesalary_text\":\"17-30万\\\\/年\",\"workarea\":\"030207\",\"workarea_text\":\"广州-番禺区\",\"updatedate\":\"05-23\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-23 13:38:45\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"周末双休 五险一金 通讯补贴 高温补贴 节日福利\",\"jobwelf_list\":[\"周末双休\",\"五险一金\",\"通讯补贴\",\"高温补贴\",\"节日福利\"],\"attribute_text\":[\"广州-番禺区\",\"3-4年经验\",\"本科\",\"招2人\"],\"companysize_text\":\"少于50人\",\"companyind_text\":\"贸易\\\\/进出口\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"132142621\",\"coid\":\"6107508\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132142621.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"高级产品经理\",\"job_title\":\"高级产品经理\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6107508.html\",\"company_name\":\"广州美光盛世科技有限公司\",\"providesalary_text\":\"1.5-2万\\\\/月\",\"workarea\":\"030204\",\"workarea_text\":\"广州-天河区\",\"updatedate\":\"05-23\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"6\",\"workyear\":\"6\",\"issuedate\":\"2021-05-23 13:20:02\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"\",\"jobwelf_list\":[\"\"],\"attribute_text\":[\"广州-天河区\",\"5-7年经验\",\"本科\",\"招1人\"],\"companysize_text\":\"少于50人\",\"companyind_text\":\"计算机软件\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"110399269\",\"coid\":\"3291756\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/110399269.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"互联网产品经理\",\"job_title\":\"互联网产品经理\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3291756.html\",\"company_name\":\"广东省南方名牌农产品推进中心\",\"providesalary_text\":\"1-1.8万\\\\/月\",\"workarea\":\"030200\",\"workarea_text\":\"广州\",\"updatedate\":\"05-23\",\"iscommunicate\":\"\",\"companytype_text\":\"非营利组织\",\"degreefrom\":\"6\",\"workyear\":\"4\",\"issuedate\":\"2021-05-23 09:07:23\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 绩效奖金 带薪年假 节日福利 周末双休\",\"jobwelf_list\":[\"五险一金\",\"绩效奖金\",\"带薪年假\",\"节日福利\",\"周末双休\"],\"attribute_text\":[\"广州\",\"2年经验\",\"本科\",\"招1人\"],\"companysize_text\":\"50-150人\",\"companyind_text\":\"互联网\\\\/电子商务\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"132133444\",\"coid\":\"315134\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132133444.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"产品经理（宠物洗护）\",\"job_title\":\"产品经理（宠物洗护）\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co315134.html\",\"company_name\":\"广东桂格日化有限公司\",\"providesalary_text\":\"1.1-1.6万\\\\/月\",\"workarea\":\"030200\",\"workarea_text\":\"广州\",\"updatedate\":\"05-23\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-23 10:01:08\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"节日福利 带薪年假 员工活动 五险一金 员工旅游 年终奖金 包食宿\",\"jobwelf_list\":[\"节日福利\",\"带薪年假\",\"员工活动\",\"五险一金\",\"员工旅游\",\"年终奖金\",\"包食宿\"],\"attribute_text\":[\"广州\",\"3-4年经验\",\"本科\",\"招1人\"],\"companysize_text\":\"150-500人\",\"companyind_text\":\"快速消费品(食品、饮料、化妆品)\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"129145729\",\"coid\":\"4155667\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/129145729.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"APP产品经理\",\"job_title\":\"APP产品经理\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4155667.html\",\"company_name\":\"博一（广州）信息科技有限公司\",\"providesalary_text\":\"0.8-1万\\\\/月\",\"workarea\":\"030201\",\"workarea_text\":\"广州-越秀区\",\"updatedate\":\"05-23\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"4\",\"workyear\":\"3\",\"issuedate\":\"2021-05-23 09:05:33\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"\",\"jobwelf_list\":[\"\"],\"attribute_text\":[\"广州-越秀区\",\"1年经验\",\"中专\",\"招若干人\"],\"companysize_text\":\"少于50人\",\"companyind_text\":\"医疗\\\\/护理\\\\/卫生\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"132139006\",\"coid\":\"303089\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132139006.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"产品经理\",\"job_title\":\"产品经理\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co303089.html\",\"company_name\":\"信必优(深圳)信息技术有限公司\",\"providesalary_text\":\"1.8-2.3万\\\\/月\",\"workarea\":\"030204\",\"workarea_text\":\"广州-天河区\",\"updatedate\":\"05-23\",\"iscommunicate\":\"\",\"companytype_text\":\"外资（欧美）\",\"degreefrom\":\"6\",\"workyear\":\"6\",\"issuedate\":\"2021-05-23 04:00:46\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 补充医疗保险 带薪年假 节日福利 定期团建\",\"jobwelf_list\":[\"五险一金\",\"补充医疗保险\",\"带薪年假\",\"节日福利\",\"定期团建\"],\"attribute_text\":[\"广州-天河区\",\"5-7年经验\",\"本科\",\"招1人\"],\"companysize_text\":\"1000-5000人\",\"companyind_text\":\"计算机软件\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"132136891\",\"coid\":\"6007449\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/132136891.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"ERP产品经理\",\"job_title\":\"ERP产品经理\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6007449.html\",\"company_name\":\"上海墨灿网络科技有限公司\",\"providesalary_text\":\"1.5-2.5万\\\\/月\",\"workarea\":\"030207\",\"workarea_text\":\"广州-番禺区\",\"updatedate\":\"05-23\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"5\",\"workyear\":\"6\",\"issuedate\":\"2021-05-23 04:00:46\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"\",\"jobwelf_list\":[\"\"],\"attribute_text\":[\"广州-番禺区\",\"5-7年经验\",\"大专\",\"招1人\"],\"companysize_text\":\"500-1000人\",\"companyind_text\":\"贸易\\\\/进出口\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"132136089\",\"coid\":\"4531095\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/dongguan\\\\/132136089.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"美妆工具产品经理\\\\/副总\",\"job_title\":\"美妆工具产品经理\\\\/副总\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4531095.html\",\"company_name\":\"东莞市丰源美利化妆用品有限公司\",\"providesalary_text\":\"1-2.5万\\\\/月\",\"workarea\":\"030800\",\"workarea_text\":\"东莞\",\"updatedate\":\"05-23\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"5\",\"workyear\":\"6\",\"issuedate\":\"2021-05-23 04:00:46\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"专业培训 年终奖金 员工旅游 包吃 全勤奖 五险 工龄奖\",\"jobwelf_list\":[\"专业培训\",\"年终奖金\",\"员工旅游\",\"包吃\",\"全勤奖\",\"五险\",\"工龄奖\"],\"attribute_text\":[\"东莞\",\"5-7年经验\",\"大专\",\"招1人\"],\"companysize_text\":\"150-500人\",\"companyind_text\":\"快速消费品(食品、饮料、化妆品)\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"132134137\",\"coid\":\"6269496\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/132134137.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"智能硬件产品经理（***）\",\"job_title\":\"智能硬件产品经理（***）\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6269496.html\",\"company_name\":\"广州方雅电子有限公司\",\"providesalary_text\":\"0.8-1.5万\\\\/月\",\"workarea\":\"030207\",\"workarea_text\":\"广州-番禺区\",\"updatedate\":\"05-23\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"5\",\"workyear\":\"6\",\"issuedate\":\"2021-05-23 04:00:46\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"专业培训 餐饮补贴 年终奖金\",\"jobwelf_list\":[\"专业培训\",\"餐饮补贴\",\"年终奖金\"],\"attribute_text\":[\"广州-番禺区\",\"5-7年经验\",\"大专\",\"招若干人\"],\"companysize_text\":\"150-500人\",\"companyind_text\":\"互联网\\\\/电子商务\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"132133411\",\"coid\":\"5658036\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132133411.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"年薪27万直播短视频产品经理\",\"job_title\":\"年薪27万直播短视频产品经理\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5658036.html\",\"company_name\":\"道格集团\",\"providesalary_text\":\"20-30万\\\\/年\",\"workarea\":\"030204\",\"workarea_text\":\"广州-天河区\",\"updatedate\":\"05-23\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-23 04:00:46\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"弹性工作 带薪年假 五险一金 绩效奖金 全勤奖 节日福利 交通补贴 高提成 加班补贴\",\"jobwelf_list\":[\"弹性工作\",\"带薪年假\",\"五险一金\",\"绩效奖金\",\"全勤奖\",\"节日福利\",\"交通补贴\",\"高提成\",\"加班补贴\"],\"attribute_text\":[\"广州-天河区\",\"3-4年经验\",\"本科\",\"招若干人\"],\"companysize_text\":\"150-500人\",\"companyind_text\":\"互联网\\\\/电子商务\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"132130985\",\"coid\":\"3472117\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/zhongshan\\\\/132130985.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"海外产品经理\",\"job_title\":\"海外产品经理\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3472117.html\",\"company_name\":\"广东格兰仕微波生活电器制造有限公司\",\"providesalary_text\":\"0.7-1.5万\\\\/月\",\"workarea\":\"030700\",\"workarea_text\":\"中山\",\"updatedate\":\"05-23\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-23 04:00:46\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"健身房 带薪年假 专业培训 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      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.html.xpath('//script')[-4].html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'top_ads': [],\n",
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       "   'company_name': '广东省南方名牌农产品推进中心',\n",
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       "   'isFromXyz': '',\n",
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       "   'attribute_text': ['广州', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
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       "   'tags': [],\n",
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       "   'job_title': '产品经理（宠物洗护）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co315134.html',\n",
       "   'company_name': '广东桂格日化有限公司',\n",
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       "   'issuedate': '2021-05-23 10:01:08',\n",
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       "   'jobwelf_list': ['节日福利', '带薪年假', '员工活动', '五险一金', '员工旅游', '年终奖金', '包食宿'],\n",
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       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
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       "   'job_name': 'APP产品经理',\n",
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       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4155667.html',\n",
       "   'company_name': '博一（广州）信息科技有限公司',\n",
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       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-23',\n",
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       "   'issuedate': '2021-05-23 09:05:33',\n",
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       "   'jobwelf_list': [''],\n",
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       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '医疗\\\\/护理\\\\/卫生',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
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       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132139006',\n",
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       "   'job_name': '产品经理',\n",
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       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co303089.html',\n",
       "   'company_name': '信必优(深圳)信息技术有限公司',\n",
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       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
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       "   'jobwelf': '五险一金 补充医疗保险 带薪年假 节日福利 定期团建',\n",
       "   'jobwelf_list': ['五险一金', '补充医疗保险', '带薪年假', '节日福利', '定期团建'],\n",
       "   'attribute_text': ['广州-天河区', '5-7年经验', '本科', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132136891',\n",
       "   'coid': '6007449',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/132136891.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'ERP产品经理',\n",
       "   'job_title': 'ERP产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6007449.html',\n",
       "   'company_name': '上海墨灿网络科技有限公司',\n",
       "   'providesalary_text': '1.5-2.5万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-番禺区', '5-7年经验', '大专', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '贸易\\\\/进出口',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132136089',\n",
       "   'coid': '4531095',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan\\\\/132136089.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '美妆工具产品经理\\\\/副总',\n",
       "   'job_title': '美妆工具产品经理\\\\/副总',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4531095.html',\n",
       "   'company_name': '东莞市丰源美利化妆用品有限公司',\n",
       "   'providesalary_text': '1-2.5万\\\\/月',\n",
       "   'workarea': '030800',\n",
       "   'workarea_text': '东莞',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '专业培训 年终奖金 员工旅游 包吃 全勤奖 五险 工龄奖',\n",
       "   'jobwelf_list': ['专业培训', '年终奖金', '员工旅游', '包吃', '全勤奖', '五险', '工龄奖'],\n",
       "   'attribute_text': ['东莞', '5-7年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132134137',\n",
       "   'coid': '6269496',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/132134137.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '智能硬件产品经理（***）',\n",
       "   'job_title': '智能硬件产品经理（***）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6269496.html',\n",
       "   'company_name': '广州方雅电子有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '专业培训 餐饮补贴 年终奖金',\n",
       "   'jobwelf_list': ['专业培训', '餐饮补贴', '年终奖金'],\n",
       "   'attribute_text': ['广州-番禺区', '5-7年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132133411',\n",
       "   'coid': '5658036',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132133411.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '年薪27万直播短视频产品经理',\n",
       "   'job_title': '年薪27万直播短视频产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5658036.html',\n",
       "   'company_name': '道格集团',\n",
       "   'providesalary_text': '20-30万\\\\/年',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '弹性工作 带薪年假 五险一金 绩效奖金 全勤奖 节日福利 交通补贴 高提成 加班补贴',\n",
       "   'jobwelf_list': ['弹性工作',\n",
       "    '带薪年假',\n",
       "    '五险一金',\n",
       "    '绩效奖金',\n",
       "    '全勤奖',\n",
       "    '节日福利',\n",
       "    '交通补贴',\n",
       "    '高提成',\n",
       "    '加班补贴'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132130985',\n",
       "   'coid': '3472117',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/zhongshan\\\\/132130985.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '海外产品经理',\n",
       "   'job_title': '海外产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3472117.html',\n",
       "   'company_name': '广东格兰仕微波生活电器制造有限公司',\n",
       "   'providesalary_text': '0.7-1.5万\\\\/月',\n",
       "   'workarea': '030700',\n",
       "   'workarea_text': '中山',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '健身房 带薪年假 专业培训 免费班车 餐饮补贴 包住宿 节日福利',\n",
       "   'jobwelf_list': ['健身房', '带薪年假', '专业培训', '免费班车', '餐饮补贴', '包住宿', '节日福利'],\n",
       "   'attribute_text': ['中山', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '家具\\\\/家电\\\\/玩具\\\\/礼品',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132051375',\n",
       "   'coid': '3553678',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132051375.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（教育经验）m',\n",
       "   'job_title': '产品经理（教育经验）m',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3553678.html',\n",
       "   'company_name': '广州学邦信息技术有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 交通补贴 绩效奖金 年终奖金 专业培训 定期体检 弹性工作',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '交通补贴',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '专业培训',\n",
       "    '定期体检',\n",
       "    '弹性工作'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131978209',\n",
       "   'coid': '3422002',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131978209.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（互联网B端）',\n",
       "   'job_title': '产品经理（互联网B端）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3422002.html',\n",
       "   'company_name': '公诚管理咨询有限公司',\n",
       "   'providesalary_text': '0.7-1.3万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 交通补贴 餐饮补贴 通讯补贴 绩效奖金 年终奖金 定期体检 周末双休 提供住宿 高温补贴',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '定期体检',\n",
       "    '周末双休',\n",
       "    '提供住宿',\n",
       "    '高温补贴'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '5000-10000人',\n",
       "   'companyind_text': '通信\\\\/电信运营、增值服务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131867771',\n",
       "   'coid': '6381685',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131867771.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'APP产品经理',\n",
       "   'job_title': 'APP产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6381685.html',\n",
       "   'company_name': '珠海市伙伴通科技有限公司',\n",
       "   'providesalary_text': '1-1.8万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 专业培训 绩效奖金 节假日福利 试用期全额 交通补贴 餐饮补贴 通讯补贴',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '节假日福利',\n",
       "    '试用期全额',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131517557',\n",
       "   'coid': '2676854',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/zhongshan-hj\\\\/131517557.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '农产品经理',\n",
       "   'job_title': '农产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2676854.html',\n",
       "   'company_name': '中山市龙宁自动化设备有限公司',\n",
       "   'providesalary_text': '4-6千\\\\/月',\n",
       "   'workarea': '030706',\n",
       "   'workarea_text': '中山-火炬开发区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '通讯补贴 交通补贴 绩效奖金 员工旅游 五险 专业培训',\n",
       "   'jobwelf_list': ['通讯补贴', '交通补贴', '绩效奖金', '员工旅游', '五险', '专业培训'],\n",
       "   'attribute_text': ['中山-火炬开发区', '2年经验', '大专', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '机械\\\\/设备\\\\/重工',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131347055',\n",
       "   'coid': '5515997',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/131347055.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5515997.html',\n",
       "   'company_name': '广州小蜗牛信息科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-越秀区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '保险',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131290012',\n",
       "   'coid': '5889108',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/131290012.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5889108.html',\n",
       "   'company_name': '广州天成资本管理集团有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '带薪年假 绩效奖金 全勤奖 专业培训 弹性工作 节日福利',\n",
       "   'jobwelf_list': ['带薪年假', '绩效奖金', '全勤奖', '专业培训', '弹性工作', '节日福利'],\n",
       "   'attribute_text': ['广州-番禺区', '5-7年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '金融\\\\/投资\\\\/证券',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131140907',\n",
       "   'coid': '6486339',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan\\\\/131140907.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理助理',\n",
       "   'job_title': '产品经理助理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coVDRdPVI5Vm5VM1ExAGw.html',\n",
       "   'company_name': '广东臻创信息科技有限公司',\n",
       "   'providesalary_text': '4.5-6千\\\\/月',\n",
       "   'workarea': '030800',\n",
       "   'workarea_text': '东莞',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['东莞', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131129315',\n",
       "   'coid': '6491701',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan\\\\/131129315.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '001产品经理',\n",
       "   'job_title': '001产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coBGRVNVA6BjkBYwVmXDg.html',\n",
       "   'company_name': '东莞锐新科技有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030800',\n",
       "   'workarea_text': '东莞',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['东莞', '1年经验', '本科', '招1人'],\n",
       "   'companysize_text': '',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131063715',\n",
       "   'coid': '6102175',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/131063715.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6102175.html',\n",
       "   'company_name': '广东康云科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 五险一金 带薪年假 绩效奖金 节日福利',\n",
       "   'jobwelf_list': ['周末双休', '五险一金', '带薪年假', '绩效奖金', '节日福利'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131039730',\n",
       "   'coid': '6486344',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan\\\\/131039730.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '004产品经理',\n",
       "   'job_title': '004产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coVTUAYFU-DzdVM1E2UDE.html',\n",
       "   'company_name': '广东极速网络科技有限公司',\n",
       "   'providesalary_text': '0.7-1.2万\\\\/月',\n",
       "   'workarea': '030800',\n",
       "   'workarea_text': '东莞',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['东莞', '2年经验', '大专', '招5人'],\n",
       "   'companysize_text': '',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129921972',\n",
       "   'coid': '3010777',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-lgq\\\\/129921972.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3010777.html',\n",
       "   'company_name': '华煜伞业有限公司',\n",
       "   'providesalary_text': '0.8-1.3万\\\\/月',\n",
       "   'workarea': '040600',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 包吃 包住宿 绩效奖金 全勤奖 节日福利 通讯补贴 做五休二',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '包吃',\n",
       "    '包住宿',\n",
       "    '绩效奖金',\n",
       "    '全勤奖',\n",
       "    '节日福利',\n",
       "    '通讯补贴',\n",
       "    '做五休二'],\n",
       "   'attribute_text': ['异地招聘', '1年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '贸易\\\\/进出口',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129895715',\n",
       "   'coid': '6400369',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan-ztz\\\\/129895715.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '平台产品经理',\n",
       "   'job_title': '平台产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6400369.html',\n",
       "   'company_name': '广东客天下供应链管理有限公司',\n",
       "   'providesalary_text': '0.7-2.5万\\\\/月',\n",
       "   'workarea': '030818',\n",
       "   'workarea_text': '东莞-中堂镇',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '2',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '包吃包住',\n",
       "   'jobwelf_list': ['包吃包住'],\n",
       "   'attribute_text': ['东莞-中堂镇', '3-4年经验', '高中', '招3人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '汽车零配件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129313290',\n",
       "   'coid': '3129219',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/129313290.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3129219.html',\n",
       "   'company_name': '东莞市美迪尔医疗设备科技有限公司',\n",
       "   'providesalary_text': '0.6-1万\\\\/月',\n",
       "   'workarea': '030205',\n",
       "   'workarea_text': '广州-白云区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 包吃 包住宿 加班补贴 节日福利',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '包吃', '包住宿', '加班补贴', '节日福利'],\n",
       "   'attribute_text': ['广州-白云区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '医疗设备\\\\/器械',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125883736',\n",
       "   'coid': '6099681',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/125883736.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（广州）',\n",
       "   'job_title': '产品经理（广州）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6099681.html',\n",
       "   'company_name': '天翼物联科技有限公司',\n",
       "   'providesalary_text': '',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '本科', '招若干人'],\n",
       "   'companysize_text': '',\n",
       "   'companyind_text': '通信\\\\/电信运营、增值服务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132117676',\n",
       "   'coid': '4087778',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/132117676.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '智能产品经理',\n",
       "   'job_title': '智能产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4087778.html',\n",
       "   'company_name': '中国联合网络通信有限公司广州市分公司',\n",
       "   'providesalary_text': '12-20万\\\\/年',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 免费班车 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '免费班车',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '定期体检'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '通信\\\\/电信运营、增值服务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130941877',\n",
       "   'coid': '2867031',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/130941877.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '研发产品经理',\n",
       "   'job_title': '研发产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2867031.html',\n",
       "   'company_name': '广州广电运通金融电子股份有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 免费班车 绩效奖金 餐饮补贴 定期体检 补充医疗保险',\n",
       "   'jobwelf_list': ['五险一金', '免费班车', '绩效奖金', '餐饮补贴', '定期体检', '补充医疗保险'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '多元化业务集团公司',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '119325629',\n",
       "   'coid': '5741697',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/119325629.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '金融产品经理',\n",
       "   'job_title': '金融产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5741697.html',\n",
       "   'company_name': '广发证券股份有限公司广州万博二路证券营业部',\n",
       "   'providesalary_text': '0.5-1万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-番禺区', '1年经验', '本科', '招5人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '金融\\\\/投资\\\\/证券',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '108654920',\n",
       "   'coid': '2431995',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/108654920.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '金融产品经理岗',\n",
       "   'job_title': '金融产品经理岗',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2431995.html',\n",
       "   'company_name': '广发证券股份有限公司广州番禺环城东路证券营业部',\n",
       "   'providesalary_text': '0.5-1.4万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '10',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-番禺区', '无需经验', '本科', '招5人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '金融\\\\/投资\\\\/证券',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130940240',\n",
       "   'coid': '1484282',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/130940240.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1484282.html',\n",
       "   'company_name': '广州暨大美塑生物科技有限公司',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 11:33:39',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充公积金 员工旅游 绩效奖金 专业培训 免费班车 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '补充公积金', '员工旅游', '绩效奖金', '专业培训', '免费班车', '年终奖金'],\n",
       "   'attribute_text': ['广州', '5-7年经验', '本科', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '医疗\\\\/护理\\\\/卫生',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132121257',\n",
       "   'coid': '5752602',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132121257.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '年薪28万直播短视频产品经理',\n",
       "   'job_title': '年薪28万直播短视频产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5752602.html',\n",
       "   'company_name': '蓝熙集团',\n",
       "   'providesalary_text': '20-30万\\\\/年',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 11:29:00',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '弹性工作 带薪年假 五险一金 绩效奖金 节日福利 专业培训 交通补贴 全勤奖',\n",
       "   'jobwelf_list': ['弹性工作',\n",
       "    '带薪年假',\n",
       "    '五险一金',\n",
       "    '绩效奖金',\n",
       "    '节日福利',\n",
       "    '专业培训',\n",
       "    '交通补贴',\n",
       "    '全勤奖'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '电子技术\\\\/半导体\\\\/集成电路',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131549700',\n",
       "   'coid': '5745824',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/131549700.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5745824.html',\n",
       "   'company_name': '广州新赫铖宇信息科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 09:25:18',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '弹性工作 定期体检 专业培训 人性化福利 五险一金 年终奖金 绩效奖金',\n",
       "   'jobwelf_list': ['弹性工作', '定期体检', '专业培训', '人性化福利', '五险一金', '年终奖金', '绩效奖金'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130752181',\n",
       "   'coid': '2098467',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/130752181.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2098467.html',\n",
       "   'company_name': '广州艾捷斯医疗器械有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 09:09:18',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 补充公积金 员工旅游 年终奖金 绩效奖金 专业培训 定期体检 包吃包住 出国机会',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '补充公积金',\n",
       "    '员工旅游',\n",
       "    '年终奖金',\n",
       "    '绩效奖金',\n",
       "    '专业培训',\n",
       "    '定期体检',\n",
       "    '包吃包住',\n",
       "    '出国机会'],\n",
       "   'attribute_text': ['广州-番禺区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '医疗设备\\\\/器械',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131678419',\n",
       "   'coid': '5743307',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/131678419.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5743307.html',\n",
       "   'company_name': '广州市瀚康医疗科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 09:07:34',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 带薪年假 五险一金 绩效奖金 专业培训 交通补贴 加班补贴 全勤奖 节日福利',\n",
       "   'jobwelf_list': ['周末双休',\n",
       "    '带薪年假',\n",
       "    '五险一金',\n",
       "    '绩效奖金',\n",
       "    '专业培训',\n",
       "    '交通补贴',\n",
       "    '加班补贴',\n",
       "    '全勤奖',\n",
       "    '节日福利'],\n",
       "   'attribute_text': ['广州-越秀区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '医疗\\\\/护理\\\\/卫生',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131924866',\n",
       "   'coid': '3204215',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/131924866.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '日化产品经理',\n",
       "   'job_title': '日化产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3204215.html',\n",
       "   'company_name': '广州柒伍网络科技有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030205',\n",
       "   'workarea_text': '广州-白云区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '4',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 09:03:05',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '全勤奖 节日福利 绩效奖金 弹性工作 带薪年假',\n",
       "   'jobwelf_list': ['全勤奖', '节日福利', '绩效奖金', '弹性工作', '带薪年假'],\n",
       "   'attribute_text': ['广州-白云区', '5-7年经验', '中专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131924919',\n",
       "   'coid': '6354155',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/131924919.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '日化产品经理',\n",
       "   'job_title': '日化产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6354155.html',\n",
       "   'company_name': '京姿（上海）生物科技有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030205',\n",
       "   'workarea_text': '广州-白云区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '4',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 09:02:10',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '全勤奖 节日福利 绩效奖金 弹性工作 带薪年假',\n",
       "   'jobwelf_list': ['全勤奖', '节日福利', '绩效奖金', '弹性工作', '带薪年假'],\n",
       "   'attribute_text': ['广州-白云区', '5-7年经验', '中专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '100044454',\n",
       "   'coid': '4809684',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/100044454.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4809684.html',\n",
       "   'company_name': '广州市保伦电子有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-23 08:27:43',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '年终奖金 绩效奖金 免费班车 五险 住房补贴 餐饮补贴',\n",
       "   'jobwelf_list': ['年终奖金', '绩效奖金', '免费班车', '五险', '住房补贴', '餐饮补贴'],\n",
       "   'attribute_text': ['广州-番禺区', '2年经验', '本科', '招2人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132127911',\n",
       "   'coid': '4088134',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132127911.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '数字产品经理',\n",
       "   'job_title': '数字产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4088134.html',\n",
       "   'company_name': '广州仁星数位时代科技有限公司',\n",
       "   'providesalary_text': '1-1.8万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '通讯补贴 年终奖金 定期体检 员工活动 专业培训 员工旅游 五险一金',\n",
       "   'jobwelf_list': ['通讯补贴', '年终奖金', '定期体检', '员工活动', '专业培训', '员工旅游', '五险一金'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132126645',\n",
       "   'coid': '3120627',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-lwq\\\\/132126645.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（供应链方向）',\n",
       "   'job_title': '产品经理（供应链方向）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3120627.html',\n",
       "   'company_name': '国药控股广州有限公司',\n",
       "   'providesalary_text': '15-25万\\\\/年',\n",
       "   'workarea': '030202',\n",
       "   'workarea_text': '广州-荔湾区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 绩效奖金 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '绩效奖金', '年终奖金', '定期体检'],\n",
       "   'attribute_text': ['广州-荔湾区', '5-7年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '批发\\\\/零售',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132123750',\n",
       "   'coid': '4513382',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/foshan-ccq\\\\/132123750.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4513382.html',\n",
       "   'company_name': '亚细亚建筑材料股份有限公司',\n",
       "   'providesalary_text': '20-30万\\\\/年',\n",
       "   'workarea': '030601',\n",
       "   'workarea_text': '佛山-禅城区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 餐饮补贴 专业培训 年终奖金 员工活动',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '餐饮补贴', '专业培训', '年终奖金', '员工活动'],\n",
       "   'attribute_text': ['佛山-禅城区', '5-7年经验', '大专', '招1人'],\n",
       "   'companysize_text': '5000-10000人',\n",
       "   'companyind_text': '建筑\\\\/建材\\\\/工程',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132122783',\n",
       "   'coid': '2609627',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/zhuhai\\\\/132122783.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '芯片封测产品经理',\n",
       "   'job_title': '芯片封测产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2609627.html',\n",
       "   'company_name': '东信和平科技股份有限公司',\n",
       "   'providesalary_text': '15-20万\\\\/年',\n",
       "   'workarea': '030500',\n",
       "   'workarea_text': '珠海',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 餐饮补贴 通讯补贴 年终奖金 定期体检 专业培训 绩效奖金 免费班车 员工旅游',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '年终奖金',\n",
       "    '定期体检',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '免费班车',\n",
       "    '员工旅游'],\n",
       "   'attribute_text': ['珠海', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132122559',\n",
       "   'coid': '6012023',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/132122559.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6012023.html',\n",
       "   'company_name': '湖北金鹏信息系统有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 年终奖金 定期体检 带薪年假 餐饮补贴 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '年终奖金', '定期体检', '带薪年假', '餐饮补贴', '周末双休'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132121639',\n",
       "   'coid': '2585090',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132121639.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2585090.html',\n",
       "   'company_name': '广州辉盛电子科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '带薪年假 全勤奖 节日福利 下午茶生日会 五险一金 员工旅游',\n",
       "   'jobwelf_list': ['带薪年假', '全勤奖', '节日福利', '下午茶生日会', '五险一金', '员工旅游'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132119727',\n",
       "   'coid': '3034091',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/132119727.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品总监\\\\/产品经理',\n",
       "   'job_title': '产品总监\\\\/产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3034091.html',\n",
       "   'company_name': '小熊电器股份有限公司',\n",
       "   'providesalary_text': '20-30万\\\\/年',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '员工旅游 年终奖金 专业培训 定期体检 五险一金 包吃 全勤奖 节日福利',\n",
       "   'jobwelf_list': ['员工旅游',\n",
       "    '年终奖金',\n",
       "    '专业培训',\n",
       "    '定期体检',\n",
       "    '五险一金',\n",
       "    '包吃',\n",
       "    '全勤奖',\n",
       "    '节日福利'],\n",
       "   'attribute_text': ['广州-海珠区', '5-7年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '家具\\\\/家电\\\\/玩具\\\\/礼品',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132119026',\n",
       "   'coid': '6028548',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132119026.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '平台产品经理',\n",
       "   'job_title': '平台产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6028548.html',\n",
       "   'company_name': '广州点米信科人力资源有限公司',\n",
       "   'providesalary_text': '1-1.6万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金',\n",
       "   'jobwelf_list': ['五险一金'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '专业服务(咨询、人力资源、财会)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132117909',\n",
       "   'coid': '2143388',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/132117909.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理助理',\n",
       "   'job_title': '产品经理助理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2143388.html',\n",
       "   'company_name': '广州安骅汽车贸易有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '购买社保 年终奖金 免费午餐 节日福利 高温补贴 周末双休',\n",
       "   'jobwelf_list': ['购买社保', '年终奖金', '免费午餐', '节日福利', '高温补贴', '周末双休'],\n",
       "   'attribute_text': ['广州-黄埔区', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '汽车',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132114561',\n",
       "   'coid': '3571802',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132114561.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '数据产品经理',\n",
       "   'job_title': '数据产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3571802.html',\n",
       "   'company_name': '精明购',\n",
       "   'providesalary_text': '1.2-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 弹性工作 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '弹性工作', '定期体检'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132113974',\n",
       "   'coid': '5166533',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132113974.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5166533.html',\n",
       "   'company_name': '广东展翠食品股份有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '周末双休'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132112978',\n",
       "   'coid': '6561822',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/foshan-ssq\\\\/132112978.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coCGhTMlA1U2xRPFMyUDc.html',\n",
       "   'company_name': '佛山澳信科技有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030604',\n",
       "   'workarea_text': '佛山-三水区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['佛山-三水区', '1年经验', '大专', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '通信\\\\/电信\\\\/网络设备',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132112145',\n",
       "   'coid': '5234952',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132112145.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '05415E-投行渠道产品经理（广州）',\n",
       "   'job_title': '05415E-投行渠道产品经理（广州）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5234952.html',\n",
       "   'company_name': '平安证券股份有限公司',\n",
       "   'providesalary_text': '2-2.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '7',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 年终分红 定期体检 补充医疗保险 带薪年假',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '年终分红', '定期体检', '补充医疗保险', '带薪年假'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '硕士', '招2人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '金融\\\\/投资\\\\/证券',\n",
       "   'adid': ''}],\n",
       " 'jobid_count': '10111',\n",
       " 'banner_ads': '&lt;div class=\"mainleft s_search search_btm0\" id=\"banner_ads\"&gt;\\r\\n                                        &lt;table border=0 cellspacing=0 cellpadding=4&gt;&lt;tr&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35196230\" onmousedown=\"return AdsClick(35196230)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/cs\\\\/35196230\\\\/index.htm\" title=\"伟仕佳杰控股有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35197\\\\/35196230\\\\/9936.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35245365\" onmousedown=\"return AdsClick(35245365)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/ya\\\\/35245365\\\\/index.htm\" title=\"招商银行股份有限公司信用卡中心\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35246\\\\/35245365\\\\/13.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"34620036\" onmousedown=\"return AdsClick(34620036)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/35\\\\/34621\\\\/34620036\\\\/index.htm\" title=\"Furla 孚丰商贸（上海）有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/35\\\\/34621\\\\/34620036\\\\/100906.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35252748\" onmousedown=\"return AdsClick(35252748)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/gz\\\\/35252748\\\\/index.htm\" title=\"捷普电子（广州）有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35253\\\\/35252748\\\\/jp150.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"34594235\" onmousedown=\"return AdsClick(34594235)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/35\\\\/34595\\\\/34594235\\\\/index.htm\" title=\"英域成语言培训（上海）有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/35\\\\/34595\\\\/34594235\\\\/092412.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35287308\" onmousedown=\"return AdsClick(35287308)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35288\\\\/35287308\\\\/index.htm\" title=\"广州大晟健康管理有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35288\\\\/35287308\\\\/dc150-60.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n&lt;\\\\/tr&gt;\\n&lt;\\\\/table&gt;                    &lt;table border=0 cellspacing=0 cellpadding=4&gt;\\r\\n                        &lt;tr&gt;\\r\\n                            &lt;td&gt;&lt;a href=\"https:\\\\/\\\\/edu.51job.com\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img03.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20200618\\\\/ad\\\\/eduad.png\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\r\\n                        &lt;\\\\/tr&gt;\\r\\n                    &lt;\\\\/table&gt;\\r\\n                                &lt;\\\\/div&gt;',\n",
       " 'is_collapseexpansion': '',\n",
       " 'co_ads': [],\n",
       " 'keyword_recommendation': {'title': '猜你喜欢',\n",
       "  'data_type': '1',\n",
       "  'keyword': '产品经理',\n",
       "  'data': [{'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E9%25AB%2598%25E7%25BA%25A7%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '高级产品经理',\n",
       "    'click': '15\\x1a1\\x1a1621750234186\\x1a\\x1a9fcaa5543737d4cbf52455ed1183a204\\x1a117.136.12.201\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a高级产品经理'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E9%2587%2591%25E8%259E%258D%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '金融产品经理',\n",
       "    'click': '15\\x1a1\\x1a1621750234186\\x1a\\x1a9fcaa5543737d4cbf52455ed1183a204\\x1a117.136.12.201\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a金融产品经理'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E6%2580%25BB%25E7%259B%2591,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '产品总监',\n",
       "    'click': '15\\x1a1\\x1a1621750234186\\x1a\\x1a9fcaa5543737d4cbf52455ed1183a204\\x1a117.136.12.201\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a产品总监'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '互联网产品经理',\n",
       "    'click': '15\\x1a1\\x1a1621750234186\\x1a\\x1a9fcaa5543737d4cbf52455ed1183a204\\x1a117.136.12.201\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a互联网产品经理'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,APP%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': 'APP产品经理',\n",
       "    'click': '15\\x1a1\\x1a1621750234187\\x1a\\x1a9fcaa5543737d4cbf52455ed1183a204\\x1a117.136.12.201\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1aAPP产品经理'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E7%25A7%25BB%25E5%258A%25A8%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '移动产品经理',\n",
       "    'click': '15\\x1a1\\x1a1621750234187\\x1a\\x1a9fcaa5543737d4cbf52455ed1183a204\\x1a117.136.12.201\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a移动产品经理'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E4%25B8%25BB%25E7%25AE%25A1,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '产品主管',\n",
       "    'click': '15\\x1a1\\x1a1621750234187\\x1a\\x1a9fcaa5543737d4cbf52455ed1183a204\\x1a117.136.12.201\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a产品主管'}]},\n",
       " 'search_condition': {'lang': 'c',\n",
       "  'keywordtype': '2',\n",
       "  'ord_field': '0',\n",
       "  'jobarea': '030000',\n",
       "  'curr_page': '1',\n",
       "  'district': '000000',\n",
       "  'dibiaoid': '0',\n",
       "  'postchannel': '0000',\n",
       "  'reservechannel': '00000000',\n",
       "  'issuedate': '9',\n",
       "  'providesalary': '99',\n",
       "  'degreefrom': '99',\n",
       "  'companysize': '99',\n",
       "  'cotype': '99',\n",
       "  'workyear': '99',\n",
       "  'industrytype': '00',\n",
       "  'funtype': '0000',\n",
       "  'jobterm': '99',\n",
       "  'keyword': '产品经理',\n",
       "  'welfare': '',\n",
       "  'address': '',\n",
       "  'line': '',\n",
       "  'confirmdate': '9',\n",
       "  'radius': '-1',\n",
       "  'lonlat': '0,0'},\n",
       " 'searched_condition': '产品经理(全文)+广东省',\n",
       " 'curr_page': '1',\n",
       " 'total_page': '203',\n",
       " 'keyword_ads': [],\n",
       " 'job_search_assistance': [{'url': 'https:\\\\/\\\\/edu.51job.com\\\\/lesson_detail.php?lessonid=10602',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20191220\\\\/10602.jpg?1620804516',\n",
       "   'txt': '面试中的说话之道',\n",
       "   'vtxt': '面试 求职 沟通技巧',\n",
       "   'startdate': '2020-07-28',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'},\n",
       "  {'url': 'http:\\\\/\\\\/trace.51job.com\\\\/mktrace.php?tag=lagoupc001&amp;u=aHR0cHM6Ly9lZHUuNTFqb2IuY29tL2xlc3Nvbl9kZXRhaWwucGhwP2xlc3NvbmlkPTM3MDA1&amp;k=1723ecdccac56be829f70a5cf594c656',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/banner\\\\/2020\\\\/0916\\\\/lg\\\\/fenxi960.png?1619327098',\n",
       "   'txt': '数据分析薪资高、人才缺口大',\n",
       "   'vtxt': 'Top20%学员大厂定向直推',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'},\n",
       "  {'url': 'https:\\\\/\\\\/i.51job.com\\\\/payservice\\\\/optimizeresume\\\\/introduce.php?lang=c&amp;mark=jlyh_pcsearch',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/tg\\\\/2021banner\\\\/jl_3\\\\/960_540.jpg?1619327089',\n",
       "   'txt': '一次完美简历升级，成为offer收割机',\n",
       "   'vtxt': '高薪求职第一步',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'}],\n",
       " 'seo_title': '【广东省,产品经理招聘，求职】-前程无忧',\n",
       " 'seo_description': '前程无忧为您提供广东省,产品经理招聘，求职信息。网聚全国各城市的人才信息，找好工作，找好员工，上前程无忧。',\n",
       " 'seo_keywords': '找工作,求职,人才,招聘'}"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#拆分链接\n",
    "_SEARCH_RESULT__=r.html.xpath('//script')[-4].html.split('_SEARCH_RESULT__ =')[1].split('</script>')[0]\n",
    "results = eval(_SEARCH_RESULT__)\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>type</th>\n",
       "      <th>jt</th>\n",
       "      <th>tags</th>\n",
       "      <th>ad_track</th>\n",
       "      <th>jobid</th>\n",
       "      <th>coid</th>\n",
       "      <th>effect</th>\n",
       "      <th>is_special_job</th>\n",
       "      <th>job_href</th>\n",
       "      <th>job_name</th>\n",
       "      <th>...</th>\n",
       "      <th>workyear</th>\n",
       "      <th>issuedate</th>\n",
       "      <th>isFromXyz</th>\n",
       "      <th>isIntern</th>\n",
       "      <th>jobwelf</th>\n",
       "      <th>jobwelf_list</th>\n",
       "      <th>attribute_text</th>\n",
       "      <th>companysize_text</th>\n",
       "      <th>companyind_text</th>\n",
       "      <th>adid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>123591298</td>\n",
       "      <td>4636184</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12359...</td>\n",
       "      <td>产品经理（广州，上海）</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 13:38:45</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>周末双休 五险一金 通讯补贴 高温补贴 节日福利</td>\n",
       "      <td>[周末双休, 五险一金, 通讯补贴, 高温补贴, 节日福利]</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 本科, 招2人]</td>\n",
       "      <td>少于50人</td>\n",
       "      <td>贸易\\/进出口</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132142621</td>\n",
       "      <td>6107508</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13214...</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 13:20:02</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-天河区, 5-7年经验, 本科, 招1人]</td>\n",
       "      <td>少于50人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>110399269</td>\n",
       "      <td>3291756</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/110399269...</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 09:07:23</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 绩效奖金 带薪年假 节日福利 周末双休</td>\n",
       "      <td>[五险一金, 绩效奖金, 带薪年假, 节日福利, 周末双休]</td>\n",
       "      <td>[广州, 2年经验, 本科, 招1人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132133444</td>\n",
       "      <td>315134</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132133444...</td>\n",
       "      <td>产品经理（宠物洗护）</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 10:01:08</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>节日福利 带薪年假 员工活动 五险一金 员工旅游 年终奖金 包食宿</td>\n",
       "      <td>[节日福利, 带薪年假, 员工活动, 五险一金, 员工旅游, 年终奖金, 包食宿]</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>129145729</td>\n",
       "      <td>4155667</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12914...</td>\n",
       "      <td>APP产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-23 09:05:33</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-越秀区, 1年经验, 中专, 招若干人]</td>\n",
       "      <td>少于50人</td>\n",
       "      <td>医疗\\/护理\\/卫生</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132139006</td>\n",
       "      <td>303089</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13213...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 补充医疗保险 带薪年假 节日福利 定期团建</td>\n",
       "      <td>[五险一金, 补充医疗保险, 带薪年假, 节日福利, 定期团建]</td>\n",
       "      <td>[广州-天河区, 5-7年经验, 本科, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132136891</td>\n",
       "      <td>6007449</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13213...</td>\n",
       "      <td>ERP产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-番禺区, 5-7年经验, 大专, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>贸易\\/进出口</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132136089</td>\n",
       "      <td>4531095</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/132136089....</td>\n",
       "      <td>美妆工具产品经理\\/副总</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>专业培训 年终奖金 员工旅游 包吃 全勤奖 五险 工龄奖</td>\n",
       "      <td>[专业培训, 年终奖金, 员工旅游, 包吃, 全勤奖, 五险, 工龄奖]</td>\n",
       "      <td>[东莞, 5-7年经验, 大专, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132134137</td>\n",
       "      <td>6269496</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13213...</td>\n",
       "      <td>智能硬件产品经理（***）</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>专业培训 餐饮补贴 年终奖金</td>\n",
       "      <td>[专业培训, 餐饮补贴, 年终奖金]</td>\n",
       "      <td>[广州-番禺区, 5-7年经验, 大专, 招若干人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132133411</td>\n",
       "      <td>5658036</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13213...</td>\n",
       "      <td>年薪27万直播短视频产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>弹性工作 带薪年假 五险一金 绩效奖金 全勤奖 节日福利 交通补贴 高提成 加班补贴</td>\n",
       "      <td>[弹性工作, 带薪年假, 五险一金, 绩效奖金, 全勤奖, 节日福利, 交通补贴, 高提成,...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132130985</td>\n",
       "      <td>3472117</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhongshan\\/132130985...</td>\n",
       "      <td>海外产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>健身房 带薪年假 专业培训 免费班车 餐饮补贴 包住宿 节日福利</td>\n",
       "      <td>[健身房, 带薪年假, 专业培训, 免费班车, 餐饮补贴, 包住宿, 节日福利]</td>\n",
       "      <td>[中山, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>家具\\/家电\\/玩具\\/礼品</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132051375</td>\n",
       "      <td>3553678</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13205...</td>\n",
       "      <td>产品经理（教育经验）m</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 员工旅游 交通补贴 绩效奖金 年终奖金 专业培训 定期体检 弹性工作</td>\n",
       "      <td>[五险一金, 员工旅游, 交通补贴, 绩效奖金, 年终奖金, 专业培训, 定期体检, 弹性工作]</td>\n",
       "      <td>[广州-天河区, 2年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131978209</td>\n",
       "      <td>3422002</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13197...</td>\n",
       "      <td>产品经理（互联网B端）</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 交通补贴 餐饮补贴 通讯补贴 绩效奖金 年终奖金 定期体检 周末双休 提供住宿 高温补贴</td>\n",
       "      <td>[五险一金, 交通补贴, 餐饮补贴, 通讯补贴, 绩效奖金, 年终奖金, 定期体检, 周末双...</td>\n",
       "      <td>[广州-天河区, 2年经验, 本科, 招1人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>通信\\/电信运营、增值服务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131867771</td>\n",
       "      <td>6381685</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13186...</td>\n",
       "      <td>APP产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 专业培训 绩效奖金 节假日福利 试用期全额 交通补贴 餐饮补贴 通讯补贴</td>\n",
       "      <td>[五险一金, 专业培训, 绩效奖金, 节假日福利, 试用期全额, 交通补贴, 餐饮补贴, 通...</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131517557</td>\n",
       "      <td>2676854</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhongshan-hj\\/131517...</td>\n",
       "      <td>农产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>通讯补贴 交通补贴 绩效奖金 员工旅游 五险 专业培训</td>\n",
       "      <td>[通讯补贴, 交通补贴, 绩效奖金, 员工旅游, 五险, 专业培训]</td>\n",
       "      <td>[中山-火炬开发区, 2年经验, 大专, 招2人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>机械\\/设备\\/重工</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131347055</td>\n",
       "      <td>5515997</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13134...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>少于50人</td>\n",
       "      <td>保险</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131290012</td>\n",
       "      <td>5889108</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13129...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>带薪年假 绩效奖金 全勤奖 专业培训 弹性工作 节日福利</td>\n",
       "      <td>[带薪年假, 绩效奖金, 全勤奖, 专业培训, 弹性工作, 节日福利]</td>\n",
       "      <td>[广州-番禺区, 5-7年经验, 本科, 招1人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>金融\\/投资\\/证券</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131140907</td>\n",
       "      <td>6486339</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/131140907....</td>\n",
       "      <td>产品经理助理</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[东莞, 2年经验, 本科, 招1人]</td>\n",
       "      <td></td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131129315</td>\n",
       "      <td>6491701</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/131129315....</td>\n",
       "      <td>001产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[东莞, 1年经验, 本科, 招1人]</td>\n",
       "      <td></td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131063715</td>\n",
       "      <td>6102175</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13106...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>周末双休 五险一金 带薪年假 绩效奖金 节日福利</td>\n",
       "      <td>[周末双休, 五险一金, 带薪年假, 绩效奖金, 节日福利]</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131039730</td>\n",
       "      <td>6486344</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/131039730....</td>\n",
       "      <td>004产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[东莞, 2年经验, 大专, 招5人]</td>\n",
       "      <td></td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>129921972</td>\n",
       "      <td>3010777</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shenzhen-lgq\\/129921...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 包吃 包住宿 绩效奖金 全勤奖 节日福利 通讯补贴 做五休二</td>\n",
       "      <td>[五险一金, 包吃, 包住宿, 绩效奖金, 全勤奖, 节日福利, 通讯补贴, 做五休二]</td>\n",
       "      <td>[异地招聘, 1年经验, 大专, 招1人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>贸易\\/进出口</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>129895715</td>\n",
       "      <td>6400369</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-ztz\\/129895...</td>\n",
       "      <td>平台产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>包吃包住</td>\n",
       "      <td>[包吃包住]</td>\n",
       "      <td>[东莞-中堂镇, 3-4年经验, 高中, 招3人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>汽车零配件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>129313290</td>\n",
       "      <td>3129219</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/12931...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 绩效奖金 包吃 包住宿 加班补贴 节日福利</td>\n",
       "      <td>[五险一金, 绩效奖金, 包吃, 包住宿, 加班补贴, 节日福利]</td>\n",
       "      <td>[广州-白云区, 3-4年经验, 本科, 招2人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>医疗设备\\/器械</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>125883736</td>\n",
       "      <td>6099681</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/125883736...</td>\n",
       "      <td>产品经理（广州）</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州, 本科, 招若干人]</td>\n",
       "      <td></td>\n",
       "      <td>通信\\/电信运营、增值服务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132117676</td>\n",
       "      <td>4087778</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13211...</td>\n",
       "      <td>智能产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 补充医疗保险 免费班车 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金...</td>\n",
       "      <td>[五险一金, 补充医疗保险, 免费班车, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训, 绩...</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>通信\\/电信运营、增值服务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>130941877</td>\n",
       "      <td>2867031</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/130941877...</td>\n",
       "      <td>研发产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 免费班车 绩效奖金 餐饮补贴 定期体检 补充医疗保险</td>\n",
       "      <td>[五险一金, 免费班车, 绩效奖金, 餐饮补贴, 定期体检, 补充医疗保险]</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>多元化业务集团公司</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>119325629</td>\n",
       "      <td>5741697</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11932...</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-番禺区, 1年经验, 本科, 招5人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>金融\\/投资\\/证券</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>108654920</td>\n",
       "      <td>2431995</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/10865...</td>\n",
       "      <td>金融产品经理岗</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-番禺区, 无需经验, 本科, 招5人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>金融\\/投资\\/证券</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>130940240</td>\n",
       "      <td>1484282</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/130940240...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 11:33:39</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 补充公积金 员工旅游 绩效奖金 专业培训 免费班车 年终奖金</td>\n",
       "      <td>[五险一金, 补充公积金, 员工旅游, 绩效奖金, 专业培训, 免费班车, 年终奖金]</td>\n",
       "      <td>[广州, 5-7年经验, 本科, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>医疗\\/护理\\/卫生</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132121257</td>\n",
       "      <td>5752602</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13212...</td>\n",
       "      <td>年薪28万直播短视频产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 11:29:00</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>弹性工作 带薪年假 五险一金 绩效奖金 节日福利 专业培训 交通补贴 全勤奖</td>\n",
       "      <td>[弹性工作, 带薪年假, 五险一金, 绩效奖金, 节日福利, 专业培训, 交通补贴, 全勤奖]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>电子技术\\/半导体\\/集成电路</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131549700</td>\n",
       "      <td>5745824</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13154...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 09:25:18</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>弹性工作 定期体检 专业培训 人性化福利 五险一金 年终奖金 绩效奖金</td>\n",
       "      <td>[弹性工作, 定期体检, 专业培训, 人性化福利, 五险一金, 年终奖金, 绩效奖金]</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>计算机服务(系统、数据服务、维修)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>130752181</td>\n",
       "      <td>2098467</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13075...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 09:09:18</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 补充医疗保险 补充公积金 员工旅游 年终奖金 绩效奖金 专业培训 定期体检 包吃包...</td>\n",
       "      <td>[五险一金, 补充医疗保险, 补充公积金, 员工旅游, 年终奖金, 绩效奖金, 专业培训, ...</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>医疗设备\\/器械</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131678419</td>\n",
       "      <td>5743307</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13167...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 09:07:34</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>周末双休 带薪年假 五险一金 绩效奖金 专业培训 交通补贴 加班补贴 全勤奖 节日福利</td>\n",
       "      <td>[周末双休, 带薪年假, 五险一金, 绩效奖金, 专业培训, 交通补贴, 加班补贴, 全勤奖...</td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>少于50人</td>\n",
       "      <td>医疗\\/护理\\/卫生</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131924866</td>\n",
       "      <td>3204215</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/13192...</td>\n",
       "      <td>日化产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 09:03:05</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>全勤奖 节日福利 绩效奖金 弹性工作 带薪年假</td>\n",
       "      <td>[全勤奖, 节日福利, 绩效奖金, 弹性工作, 带薪年假]</td>\n",
       "      <td>[广州-白云区, 5-7年经验, 中专, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131924919</td>\n",
       "      <td>6354155</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/13192...</td>\n",
       "      <td>日化产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 09:02:10</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>全勤奖 节日福利 绩效奖金 弹性工作 带薪年假</td>\n",
       "      <td>[全勤奖, 节日福利, 绩效奖金, 弹性工作, 带薪年假]</td>\n",
       "      <td>[广州-白云区, 5-7年经验, 中专, 招1人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>100044454</td>\n",
       "      <td>4809684</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/10004...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 08:27:43</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>年终奖金 绩效奖金 免费班车 五险 住房补贴 餐饮补贴</td>\n",
       "      <td>[年终奖金, 绩效奖金, 免费班车, 五险, 住房补贴, 餐饮补贴]</td>\n",
       "      <td>[广州-番禺区, 2年经验, 本科, 招2人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>计算机服务(系统、数据服务、维修)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132127911</td>\n",
       "      <td>4088134</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13212...</td>\n",
       "      <td>数字产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>通讯补贴 年终奖金 定期体检 员工活动 专业培训 员工旅游 五险一金</td>\n",
       "      <td>[通讯补贴, 年终奖金, 定期体检, 员工活动, 专业培训, 员工旅游, 五险一金]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132126645</td>\n",
       "      <td>3120627</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/13212...</td>\n",
       "      <td>产品经理（供应链方向）</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 餐饮补贴 绩效奖金 年终奖金 定期体检</td>\n",
       "      <td>[五险一金, 餐饮补贴, 绩效奖金, 年终奖金, 定期体检]</td>\n",
       "      <td>[广州-荔湾区, 5-7年经验, 本科, 招若干人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>批发\\/零售</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132123750</td>\n",
       "      <td>4513382</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan-ccq\\/13212375...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 绩效奖金 餐饮补贴 专业培训 年终奖金 员工活动</td>\n",
       "      <td>[五险一金, 绩效奖金, 餐饮补贴, 专业培训, 年终奖金, 员工活动]</td>\n",
       "      <td>[佛山-禅城区, 5-7年经验, 大专, 招1人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>建筑\\/建材\\/工程</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132122783</td>\n",
       "      <td>2609627</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/132122783.ht...</td>\n",
       "      <td>芯片封测产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 补充医疗保险 餐饮补贴 通讯补贴 年终奖金 定期体检 专业培训 绩效奖金 免费班车...</td>\n",
       "      <td>[五险一金, 补充医疗保险, 餐饮补贴, 通讯补贴, 年终奖金, 定期体检, 专业培训, 绩...</td>\n",
       "      <td>[珠海, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132122559</td>\n",
       "      <td>6012023</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13212...</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 年终奖金 定期体检 带薪年假 餐饮补贴 周末双休</td>\n",
       "      <td>[五险一金, 年终奖金, 定期体检, 带薪年假, 餐饮补贴, 周末双休]</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 大专, 招若干人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132121639</td>\n",
       "      <td>2585090</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13212...</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>带薪年假 全勤奖 节日福利 下午茶生日会 五险一金 员工旅游</td>\n",
       "      <td>[带薪年假, 全勤奖, 节日福利, 下午茶生日会, 五险一金, 员工旅游]</td>\n",
       "      <td>[广州-天河区, 2年经验, 大专, 招1人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132119727</td>\n",
       "      <td>3034091</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13211...</td>\n",
       "      <td>产品总监\\/产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>员工旅游 年终奖金 专业培训 定期体检 五险一金 包吃 全勤奖 节日福利</td>\n",
       "      <td>[员工旅游, 年终奖金, 专业培训, 定期体检, 五险一金, 包吃, 全勤奖, 节日福利]</td>\n",
       "      <td>[广州-海珠区, 5-7年经验, 大专, 招若干人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>家具\\/家电\\/玩具\\/礼品</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132119026</td>\n",
       "      <td>6028548</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13211...</td>\n",
       "      <td>平台产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金</td>\n",
       "      <td>[五险一金]</td>\n",
       "      <td>[广州-天河区, 2年经验, 本科, 招1人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>专业服务(咨询、人力资源、财会)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132117909</td>\n",
       "      <td>2143388</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13211...</td>\n",
       "      <td>产品经理助理</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>购买社保 年终奖金 免费午餐 节日福利 高温补贴 周末双休</td>\n",
       "      <td>[购买社保, 年终奖金, 免费午餐, 节日福利, 高温补贴, 周末双休]</td>\n",
       "      <td>[广州-黄埔区, 2年经验, 大专, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>汽车</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132114561</td>\n",
       "      <td>3571802</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13211...</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 弹性工作 定期体检</td>\n",
       "      <td>[五险一金, 弹性工作, 定期体检]</td>\n",
       "      <td>[广州-天河区, 1年经验, 本科, 招若干人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132113974</td>\n",
       "      <td>5166533</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13211...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 周末双休</td>\n",
       "      <td>[五险一金, 周末双休]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132112978</td>\n",
       "      <td>6561822</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan-ssq\\/13211297...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[佛山-三水区, 1年经验, 大专, 招2人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>通信\\/电信\\/网络设备</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132112145</td>\n",
       "      <td>5234952</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13211...</td>\n",
       "      <td>05415E-投行渠道产品经理（广州）</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 绩效奖金 年终分红 定期体检 补充医疗保险 带薪年假</td>\n",
       "      <td>[五险一金, 绩效奖金, 年终分红, 定期体检, 补充医疗保险, 带薪年假]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 硕士, 招2人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>金融\\/投资\\/证券</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    type jt tags ad_track      jobid     coid effect  \\\n",
       "0   engine_search_result  0   []           123591298  4636184      1   \n",
       "1   engine_search_result  0   []           132142621  6107508      1   \n",
       "2   engine_search_result  0   []           110399269  3291756      1   \n",
       "3   engine_search_result  0   []           132133444   315134      1   \n",
       "4   engine_search_result  0   []           129145729  4155667      1   \n",
       "5   engine_search_result  0   []           132139006   303089      1   \n",
       "6   engine_search_result  0   []           132136891  6007449      1   \n",
       "7   engine_search_result  0   []           132136089  4531095      1   \n",
       "8   engine_search_result  0   []           132134137  6269496      1   \n",
       "9   engine_search_result  0   []           132133411  5658036      1   \n",
       "10  engine_search_result  0   []           132130985  3472117      1   \n",
       "11  engine_search_result  0   []           132051375  3553678      1   \n",
       "12  engine_search_result  0   []           131978209  3422002      1   \n",
       "13  engine_search_result  0   []           131867771  6381685      1   \n",
       "14  engine_search_result  0   []           131517557  2676854      1   \n",
       "15  engine_search_result  0   []           131347055  5515997      1   \n",
       "16  engine_search_result  0   []           131290012  5889108      1   \n",
       "17  engine_search_result  0   []           131140907  6486339      1   \n",
       "18  engine_search_result  0   []           131129315  6491701      1   \n",
       "19  engine_search_result  0   []           131063715  6102175      1   \n",
       "20  engine_search_result  0   []           131039730  6486344      1   \n",
       "21  engine_search_result  0   []           129921972  3010777      1   \n",
       "22  engine_search_result  0   []           129895715  6400369      1   \n",
       "23  engine_search_result  0   []           129313290  3129219      1   \n",
       "24  engine_search_result  0   []           125883736  6099681      1   \n",
       "25  engine_search_result  0   []           132117676  4087778      1   \n",
       "26  engine_search_result  0   []           130941877  2867031      1   \n",
       "27  engine_search_result  0   []           119325629  5741697      1   \n",
       "28  engine_search_result  0   []           108654920  2431995      1   \n",
       "29  engine_search_result  0   []           130940240  1484282      1   \n",
       "30  engine_search_result  0   []           132121257  5752602      1   \n",
       "31  engine_search_result  0   []           131549700  5745824      1   \n",
       "32  engine_search_result  0   []           130752181  2098467      1   \n",
       "33  engine_search_result  0   []           131678419  5743307      1   \n",
       "34  engine_search_result  0   []           131924866  3204215      1   \n",
       "35  engine_search_result  0   []           131924919  6354155      1   \n",
       "36  engine_search_result  0   []           100044454  4809684      1   \n",
       "37  engine_search_result  0   []           132127911  4088134      1   \n",
       "38  engine_search_result  0   []           132126645  3120627      1   \n",
       "39  engine_search_result  0   []           132123750  4513382      1   \n",
       "40  engine_search_result  0   []           132122783  2609627      1   \n",
       "41  engine_search_result  0   []           132122559  6012023      1   \n",
       "42  engine_search_result  0   []           132121639  2585090      1   \n",
       "43  engine_search_result  0   []           132119727  3034091      1   \n",
       "44  engine_search_result  0   []           132119026  6028548      1   \n",
       "45  engine_search_result  0   []           132117909  2143388      1   \n",
       "46  engine_search_result  0   []           132114561  3571802      1   \n",
       "47  engine_search_result  0   []           132113974  5166533      1   \n",
       "48  engine_search_result  0   []           132112978  6561822      1   \n",
       "49  engine_search_result  0   []           132112145  5234952      1   \n",
       "\n",
       "   is_special_job                                           job_href  \\\n",
       "0                  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12359...   \n",
       "1                  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13214...   \n",
       "2                  https:\\/\\/jobs.51job.com\\/guangzhou\\/110399269...   \n",
       "3                  https:\\/\\/jobs.51job.com\\/guangzhou\\/132133444...   \n",
       "4                  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12914...   \n",
       "5                  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13213...   \n",
       "6                  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13213...   \n",
       "7                  https:\\/\\/jobs.51job.com\\/dongguan\\/132136089....   \n",
       "8                  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13213...   \n",
       "9                  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13213...   \n",
       "10                 https:\\/\\/jobs.51job.com\\/zhongshan\\/132130985...   \n",
       "11                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13205...   \n",
       "12                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13197...   \n",
       "13                 https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13186...   \n",
       "14                 https:\\/\\/jobs.51job.com\\/zhongshan-hj\\/131517...   \n",
       "15                 https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13134...   \n",
       "16                 https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13129...   \n",
       "17                 https:\\/\\/jobs.51job.com\\/dongguan\\/131140907....   \n",
       "18                 https:\\/\\/jobs.51job.com\\/dongguan\\/131129315....   \n",
       "19                 https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13106...   \n",
       "20                 https:\\/\\/jobs.51job.com\\/dongguan\\/131039730....   \n",
       "21                 https:\\/\\/jobs.51job.com\\/shenzhen-lgq\\/129921...   \n",
       "22                 https:\\/\\/jobs.51job.com\\/dongguan-ztz\\/129895...   \n",
       "23                 https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/12931...   \n",
       "24                 https:\\/\\/jobs.51job.com\\/guangzhou\\/125883736...   \n",
       "25                 https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13211...   \n",
       "26                 https:\\/\\/jobs.51job.com\\/guangzhou\\/130941877...   \n",
       "27                 https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11932...   \n",
       "28                 https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/10865...   \n",
       "29                 https:\\/\\/jobs.51job.com\\/guangzhou\\/130940240...   \n",
       "30                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13212...   \n",
       "31                 https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13154...   \n",
       "32                 https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13075...   \n",
       "33                 https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13167...   \n",
       "34                 https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/13192...   \n",
       "35                 https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/13192...   \n",
       "36                 https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/10004...   \n",
       "37                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13212...   \n",
       "38                 https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/13212...   \n",
       "39                 https:\\/\\/jobs.51job.com\\/foshan-ccq\\/13212375...   \n",
       "40                 https:\\/\\/jobs.51job.com\\/zhuhai\\/132122783.ht...   \n",
       "41                 https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13212...   \n",
       "42                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13212...   \n",
       "43                 https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13211...   \n",
       "44                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13211...   \n",
       "45                 https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13211...   \n",
       "46                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13211...   \n",
       "47                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13211...   \n",
       "48                 https:\\/\\/jobs.51job.com\\/foshan-ssq\\/13211297...   \n",
       "49                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13211...   \n",
       "\n",
       "               job_name  ... workyear            issuedate isFromXyz isIntern  \\\n",
       "0           产品经理（广州，上海）  ...        5  2021-05-23 13:38:45                  0   \n",
       "1                高级产品经理  ...        6  2021-05-23 13:20:02                  0   \n",
       "2               互联网产品经理  ...        4  2021-05-23 09:07:23                  0   \n",
       "3            产品经理（宠物洗护）  ...        5  2021-05-23 10:01:08                  0   \n",
       "4               APP产品经理  ...        3  2021-05-23 09:05:33                  0   \n",
       "5                  产品经理  ...        6  2021-05-23 04:00:46                  0   \n",
       "6               ERP产品经理  ...        6  2021-05-23 04:00:46                  0   \n",
       "7          美妆工具产品经理\\/副总  ...        6  2021-05-23 04:00:46                  0   \n",
       "8         智能硬件产品经理（***）  ...        6  2021-05-23 04:00:46                  0   \n",
       "9        年薪27万直播短视频产品经理  ...        5  2021-05-23 04:00:46                  0   \n",
       "10               海外产品经理  ...        5  2021-05-23 04:00:46                  0   \n",
       "11          产品经理（教育经验）m  ...        4  2021-05-23 04:00:46                  0   \n",
       "12          产品经理（互联网B端）  ...        4  2021-05-23 04:00:46                  0   \n",
       "13              APP产品经理  ...        5  2021-05-23 04:00:46                  0   \n",
       "14                农产品经理  ...        4  2021-05-23 04:00:46                  0   \n",
       "15                 产品经理  ...        5  2021-05-23 04:00:46                  0   \n",
       "16                 产品经理  ...        6  2021-05-23 04:00:46                  0   \n",
       "17               产品经理助理  ...        4  2021-05-23 04:00:46                  0   \n",
       "18              001产品经理  ...        3  2021-05-23 04:00:46                  0   \n",
       "19                 产品经理  ...        5  2021-05-23 04:00:46                  0   \n",
       "20              004产品经理  ...        4  2021-05-23 04:00:46                  0   \n",
       "21                 产品经理  ...        3  2021-05-23 04:00:46                  0   \n",
       "22               平台产品经理  ...        5  2021-05-23 04:00:46                  0   \n",
       "23                 产品经理  ...        5  2021-05-23 04:00:46                  0   \n",
       "24             产品经理（广州）  ...           2021-05-23 04:00:46                  0   \n",
       "25               智能产品经理  ...        5  2021-05-23 04:00:46                  0   \n",
       "26               研发产品经理  ...        5  2021-05-23 04:00:46                  0   \n",
       "27               金融产品经理  ...        3  2021-05-23 04:00:46                  0   \n",
       "28              金融产品经理岗  ...       10  2021-05-23 04:00:46                  0   \n",
       "29                 产品经理  ...        6  2021-05-23 11:33:39                  0   \n",
       "30       年薪28万直播短视频产品经理  ...        5  2021-05-23 11:29:00                  0   \n",
       "31                 产品经理  ...        5  2021-05-23 09:25:18                  0   \n",
       "32                 产品经理  ...        5  2021-05-23 09:09:18                  0   \n",
       "33                 产品经理  ...        5  2021-05-23 09:07:34                  0   \n",
       "34               日化产品经理  ...        6  2021-05-23 09:03:05                  0   \n",
       "35               日化产品经理  ...        6  2021-05-23 09:02:10                  0   \n",
       "36                 产品经理  ...        4  2021-05-23 08:27:43                  0   \n",
       "37               数字产品经理  ...        5  2021-05-23 04:00:46                  0   \n",
       "38          产品经理（供应链方向）  ...        6  2021-05-23 04:00:46                  0   \n",
       "39                 产品经理  ...        6  2021-05-23 04:00:46                  0   \n",
       "40             芯片封测产品经理  ...        5  2021-05-23 04:00:46                  0   \n",
       "41              互联网产品经理  ...        5  2021-05-23 04:00:46                  0   \n",
       "42              互联网产品经理  ...        4  2021-05-23 04:00:46                  0   \n",
       "43           产品总监\\/产品经理  ...        6  2021-05-23 04:00:46                  0   \n",
       "44               平台产品经理  ...        4  2021-05-23 04:00:46                  0   \n",
       "45               产品经理助理  ...        4  2021-05-23 04:00:46                  0   \n",
       "46               数据产品经理  ...        3  2021-05-23 04:00:46                  0   \n",
       "47                 产品经理  ...        5  2021-05-23 04:00:46                  0   \n",
       "48                 产品经理  ...        3  2021-05-23 04:00:46                  0   \n",
       "49  05415E-投行渠道产品经理（广州）  ...        5  2021-05-23 04:00:46                  0   \n",
       "\n",
       "                                              jobwelf  \\\n",
       "0                            周末双休 五险一金 通讯补贴 高温补贴 节日福利   \n",
       "1                                                       \n",
       "2                            五险一金 绩效奖金 带薪年假 节日福利 周末双休   \n",
       "3                   节日福利 带薪年假 员工活动 五险一金 员工旅游 年终奖金 包食宿   \n",
       "4                                                       \n",
       "5                          五险一金 补充医疗保险 带薪年假 节日福利 定期团建   \n",
       "6                                                       \n",
       "7                        专业培训 年终奖金 员工旅游 包吃 全勤奖 五险 工龄奖   \n",
       "8                                      专业培训 餐饮补贴 年终奖金   \n",
       "9          弹性工作 带薪年假 五险一金 绩效奖金 全勤奖 节日福利 交通补贴 高提成 加班补贴   \n",
       "10                   健身房 带薪年假 专业培训 免费班车 餐饮补贴 包住宿 节日福利   \n",
       "11            五险一金 员工旅游 交通补贴 绩效奖金 年终奖金 专业培训 定期体检 弹性工作   \n",
       "12  五险一金 交通补贴 餐饮补贴 通讯补贴 绩效奖金 年终奖金 定期体检 周末双休 提供住宿 高温补贴   \n",
       "13          五险一金 专业培训 绩效奖金 节假日福利 试用期全额 交通补贴 餐饮补贴 通讯补贴   \n",
       "14                        通讯补贴 交通补贴 绩效奖金 员工旅游 五险 专业培训   \n",
       "15                                                      \n",
       "16                       带薪年假 绩效奖金 全勤奖 专业培训 弹性工作 节日福利   \n",
       "17                                                      \n",
       "18                                                      \n",
       "19                           周末双休 五险一金 带薪年假 绩效奖金 节日福利   \n",
       "20                                                      \n",
       "21                五险一金 包吃 包住宿 绩效奖金 全勤奖 节日福利 通讯补贴 做五休二   \n",
       "22                                               包吃包住   \n",
       "23                         五险一金 绩效奖金 包吃 包住宿 加班补贴 节日福利   \n",
       "24                                                      \n",
       "25  五险一金 补充医疗保险 免费班车 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金...   \n",
       "26                    五险一金 免费班车 绩效奖金 餐饮补贴 定期体检 补充医疗保险   \n",
       "27                                                      \n",
       "28                                                      \n",
       "29                五险一金 补充公积金 员工旅游 绩效奖金 专业培训 免费班车 年终奖金   \n",
       "30             弹性工作 带薪年假 五险一金 绩效奖金 节日福利 专业培训 交通补贴 全勤奖   \n",
       "31                弹性工作 定期体检 专业培训 人性化福利 五险一金 年终奖金 绩效奖金   \n",
       "32  五险一金 补充医疗保险 补充公积金 员工旅游 年终奖金 绩效奖金 专业培训 定期体检 包吃包...   \n",
       "33        周末双休 带薪年假 五险一金 绩效奖金 专业培训 交通补贴 加班补贴 全勤奖 节日福利   \n",
       "34                            全勤奖 节日福利 绩效奖金 弹性工作 带薪年假   \n",
       "35                            全勤奖 节日福利 绩效奖金 弹性工作 带薪年假   \n",
       "36                        年终奖金 绩效奖金 免费班车 五险 住房补贴 餐饮补贴   \n",
       "37                 通讯补贴 年终奖金 定期体检 员工活动 专业培训 员工旅游 五险一金   \n",
       "38                           五险一金 餐饮补贴 绩效奖金 年终奖金 定期体检   \n",
       "39                      五险一金 绩效奖金 餐饮补贴 专业培训 年终奖金 员工活动   \n",
       "40  五险一金 补充医疗保险 餐饮补贴 通讯补贴 年终奖金 定期体检 专业培训 绩效奖金 免费班车...   \n",
       "41                      五险一金 年终奖金 定期体检 带薪年假 餐饮补贴 周末双休   \n",
       "42                     带薪年假 全勤奖 节日福利 下午茶生日会 五险一金 员工旅游   \n",
       "43               员工旅游 年终奖金 专业培训 定期体检 五险一金 包吃 全勤奖 节日福利   \n",
       "44                                               五险一金   \n",
       "45                      购买社保 年终奖金 免费午餐 节日福利 高温补贴 周末双休   \n",
       "46                                     五险一金 弹性工作 定期体检   \n",
       "47                                          五险一金 周末双休   \n",
       "48                                                      \n",
       "49                    五险一金 绩效奖金 年终分红 定期体检 补充医疗保险 带薪年假   \n",
       "\n",
       "                                         jobwelf_list  \\\n",
       "0                      [周末双休, 五险一金, 通讯补贴, 高温补贴, 节日福利]   \n",
       "1                                                  []   \n",
       "2                      [五险一金, 绩效奖金, 带薪年假, 节日福利, 周末双休]   \n",
       "3           [节日福利, 带薪年假, 员工活动, 五险一金, 员工旅游, 年终奖金, 包食宿]   \n",
       "4                                                  []   \n",
       "5                    [五险一金, 补充医疗保险, 带薪年假, 节日福利, 定期团建]   \n",
       "6                                                  []   \n",
       "7                [专业培训, 年终奖金, 员工旅游, 包吃, 全勤奖, 五险, 工龄奖]   \n",
       "8                                  [专业培训, 餐饮补贴, 年终奖金]   \n",
       "9   [弹性工作, 带薪年假, 五险一金, 绩效奖金, 全勤奖, 节日福利, 交通补贴, 高提成,...   \n",
       "10           [健身房, 带薪年假, 专业培训, 免费班车, 餐饮补贴, 包住宿, 节日福利]   \n",
       "11   [五险一金, 员工旅游, 交通补贴, 绩效奖金, 年终奖金, 专业培训, 定期体检, 弹性工作]   \n",
       "12  [五险一金, 交通补贴, 餐饮补贴, 通讯补贴, 绩效奖金, 年终奖金, 定期体检, 周末双...   \n",
       "13  [五险一金, 专业培训, 绩效奖金, 节假日福利, 试用期全额, 交通补贴, 餐饮补贴, 通...   \n",
       "14                 [通讯补贴, 交通补贴, 绩效奖金, 员工旅游, 五险, 专业培训]   \n",
       "15                                                 []   \n",
       "16                [带薪年假, 绩效奖金, 全勤奖, 专业培训, 弹性工作, 节日福利]   \n",
       "17                                                 []   \n",
       "18                                                 []   \n",
       "19                     [周末双休, 五险一金, 带薪年假, 绩效奖金, 节日福利]   \n",
       "20                                                 []   \n",
       "21       [五险一金, 包吃, 包住宿, 绩效奖金, 全勤奖, 节日福利, 通讯补贴, 做五休二]   \n",
       "22                                             [包吃包住]   \n",
       "23                  [五险一金, 绩效奖金, 包吃, 包住宿, 加班补贴, 节日福利]   \n",
       "24                                                 []   \n",
       "25  [五险一金, 补充医疗保险, 免费班车, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训, 绩...   \n",
       "26             [五险一金, 免费班车, 绩效奖金, 餐饮补贴, 定期体检, 补充医疗保险]   \n",
       "27                                                 []   \n",
       "28                                                 []   \n",
       "29        [五险一金, 补充公积金, 员工旅游, 绩效奖金, 专业培训, 免费班车, 年终奖金]   \n",
       "30    [弹性工作, 带薪年假, 五险一金, 绩效奖金, 节日福利, 专业培训, 交通补贴, 全勤奖]   \n",
       "31        [弹性工作, 定期体检, 专业培训, 人性化福利, 五险一金, 年终奖金, 绩效奖金]   \n",
       "32  [五险一金, 补充医疗保险, 补充公积金, 员工旅游, 年终奖金, 绩效奖金, 专业培训, ...   \n",
       "33  [周末双休, 带薪年假, 五险一金, 绩效奖金, 专业培训, 交通补贴, 加班补贴, 全勤奖...   \n",
       "34                      [全勤奖, 节日福利, 绩效奖金, 弹性工作, 带薪年假]   \n",
       "35                      [全勤奖, 节日福利, 绩效奖金, 弹性工作, 带薪年假]   \n",
       "36                 [年终奖金, 绩效奖金, 免费班车, 五险, 住房补贴, 餐饮补贴]   \n",
       "37         [通讯补贴, 年终奖金, 定期体检, 员工活动, 专业培训, 员工旅游, 五险一金]   \n",
       "38                     [五险一金, 餐饮补贴, 绩效奖金, 年终奖金, 定期体检]   \n",
       "39               [五险一金, 绩效奖金, 餐饮补贴, 专业培训, 年终奖金, 员工活动]   \n",
       "40  [五险一金, 补充医疗保险, 餐饮补贴, 通讯补贴, 年终奖金, 定期体检, 专业培训, 绩...   \n",
       "41               [五险一金, 年终奖金, 定期体检, 带薪年假, 餐饮补贴, 周末双休]   \n",
       "42              [带薪年假, 全勤奖, 节日福利, 下午茶生日会, 五险一金, 员工旅游]   \n",
       "43      [员工旅游, 年终奖金, 专业培训, 定期体检, 五险一金, 包吃, 全勤奖, 节日福利]   \n",
       "44                                             [五险一金]   \n",
       "45               [购买社保, 年终奖金, 免费午餐, 节日福利, 高温补贴, 周末双休]   \n",
       "46                                 [五险一金, 弹性工作, 定期体检]   \n",
       "47                                       [五险一金, 周末双休]   \n",
       "48                                                 []   \n",
       "49             [五险一金, 绩效奖金, 年终分红, 定期体检, 补充医疗保险, 带薪年假]   \n",
       "\n",
       "                attribute_text companysize_text    companyind_text adid  \n",
       "0    [广州-番禺区, 3-4年经验, 本科, 招2人]            少于50人            贸易\\/进出口       \n",
       "1    [广州-天河区, 5-7年经验, 本科, 招1人]            少于50人              计算机软件       \n",
       "2          [广州, 2年经验, 本科, 招1人]          50-150人          互联网\\/电子商务       \n",
       "3        [广州, 3-4年经验, 本科, 招1人]         150-500人   快速消费品(食品、饮料、化妆品)       \n",
       "4     [广州-越秀区, 1年经验, 中专, 招若干人]            少于50人         医疗\\/护理\\/卫生       \n",
       "5    [广州-天河区, 5-7年经验, 本科, 招1人]       1000-5000人              计算机软件       \n",
       "6    [广州-番禺区, 5-7年经验, 大专, 招1人]        500-1000人            贸易\\/进出口       \n",
       "7        [东莞, 5-7年经验, 大专, 招1人]         150-500人   快速消费品(食品、饮料、化妆品)       \n",
       "8   [广州-番禺区, 5-7年经验, 大专, 招若干人]         150-500人          互联网\\/电子商务       \n",
       "9   [广州-天河区, 3-4年经验, 本科, 招若干人]         150-500人          互联网\\/电子商务       \n",
       "10      [中山, 3-4年经验, 本科, 招若干人]         10000人以上     家具\\/家电\\/玩具\\/礼品       \n",
       "11     [广州-天河区, 2年经验, 本科, 招1人]         150-500人          互联网\\/电子商务       \n",
       "12     [广州-天河区, 2年经验, 本科, 招1人]      5000-10000人      通信\\/电信运营、增值服务       \n",
       "13   [广州-海珠区, 3-4年经验, 大专, 招1人]         150-500人   快速消费品(食品、饮料、化妆品)       \n",
       "14   [中山-火炬开发区, 2年经验, 大专, 招2人]          50-150人         机械\\/设备\\/重工       \n",
       "15   [广州-越秀区, 3-4年经验, 本科, 招1人]            少于50人                 保险       \n",
       "16   [广州-番禺区, 5-7年经验, 本科, 招1人]          50-150人         金融\\/投资\\/证券       \n",
       "17         [东莞, 2年经验, 本科, 招1人]                               计算机软件       \n",
       "18         [东莞, 1年经验, 本科, 招1人]                               计算机软件       \n",
       "19  [广州-黄埔区, 3-4年经验, 本科, 招若干人]          50-150人              计算机软件       \n",
       "20         [东莞, 2年经验, 大专, 招5人]                           互联网\\/电子商务       \n",
       "21       [异地招聘, 1年经验, 大专, 招1人]          50-150人            贸易\\/进出口       \n",
       "22   [东莞-中堂镇, 3-4年经验, 高中, 招3人]         150-500人              汽车零配件       \n",
       "23   [广州-白云区, 3-4年经验, 本科, 招2人]          50-150人           医疗设备\\/器械       \n",
       "24              [广州, 本科, 招若干人]                       通信\\/电信运营、增值服务       \n",
       "25  [广州-海珠区, 3-4年经验, 本科, 招若干人]       1000-5000人      通信\\/电信运营、增值服务       \n",
       "26      [广州, 3-4年经验, 本科, 招若干人]         10000人以上          多元化业务集团公司       \n",
       "27     [广州-番禺区, 1年经验, 本科, 招5人]         10000人以上         金融\\/投资\\/证券       \n",
       "28     [广州-番禺区, 无需经验, 本科, 招5人]         10000人以上         金融\\/投资\\/证券       \n",
       "29       [广州, 5-7年经验, 本科, 招1人]        500-1000人         医疗\\/护理\\/卫生       \n",
       "30  [广州-天河区, 3-4年经验, 本科, 招若干人]        500-1000人    电子技术\\/半导体\\/集成电路       \n",
       "31   [广州-黄埔区, 3-4年经验, 本科, 招1人]          50-150人  计算机服务(系统、数据服务、维修)       \n",
       "32   [广州-番禺区, 3-4年经验, 本科, 招1人]         150-500人           医疗设备\\/器械       \n",
       "33  [广州-越秀区, 3-4年经验, 本科, 招若干人]            少于50人         医疗\\/护理\\/卫生       \n",
       "34   [广州-白云区, 5-7年经验, 中专, 招1人]         150-500人          互联网\\/电子商务       \n",
       "35   [广州-白云区, 5-7年经验, 中专, 招1人]          50-150人   快速消费品(食品、饮料、化妆品)       \n",
       "36     [广州-番禺区, 2年经验, 本科, 招2人]       1000-5000人  计算机服务(系统、数据服务、维修)       \n",
       "37   [广州-天河区, 3-4年经验, 大专, 招1人]          50-150人          互联网\\/电子商务       \n",
       "38  [广州-荔湾区, 5-7年经验, 本科, 招若干人]       1000-5000人             批发\\/零售       \n",
       "39   [佛山-禅城区, 5-7年经验, 大专, 招1人]      5000-10000人         建筑\\/建材\\/工程       \n",
       "40       [珠海, 3-4年经验, 本科, 招1人]       1000-5000人              计算机软件       \n",
       "41  [广州-黄埔区, 3-4年经验, 大专, 招若干人]         150-500人              计算机软件       \n",
       "42     [广州-天河区, 2年经验, 大专, 招1人]          50-150人          互联网\\/电子商务       \n",
       "43  [广州-海珠区, 5-7年经验, 大专, 招若干人]       1000-5000人     家具\\/家电\\/玩具\\/礼品       \n",
       "44     [广州-天河区, 2年经验, 本科, 招1人]          50-150人   专业服务(咨询、人力资源、财会)       \n",
       "45     [广州-黄埔区, 2年经验, 大专, 招1人]       1000-5000人                 汽车       \n",
       "46    [广州-天河区, 1年经验, 本科, 招若干人]         150-500人          互联网\\/电子商务       \n",
       "47   [广州-天河区, 3-4年经验, 大专, 招1人]         150-500人   快速消费品(食品、饮料、化妆品)       \n",
       "48     [佛山-三水区, 1年经验, 大专, 招2人]         150-500人       通信\\/电信\\/网络设备       \n",
       "49   [广州-天河区, 3-4年经验, 硕士, 招2人]       1000-5000人         金融\\/投资\\/证券       \n",
       "\n",
       "[50 rows x 30 columns]"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_results = pd.DataFrame(results['engine_search_result'])\n",
    "df_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>jobid</th>\n",
       "      <th>job_href</th>\n",
       "      <th>job_name</th>\n",
       "      <th>providesalary_text</th>\n",
       "      <th>workyear</th>\n",
       "      <th>issuedate</th>\n",
       "      <th>jobwelf_list</th>\n",
       "      <th>attribute_text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>123591298</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12359...</td>\n",
       "      <td>产品经理（广州，上海）</td>\n",
       "      <td>17-30万\\/年</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 13:38:45</td>\n",
       "      <td>[周末双休, 五险一金, 通讯补贴, 高温补贴, 节日福利]</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 本科, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>132142621</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13214...</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 13:20:02</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-天河区, 5-7年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>110399269</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/110399269...</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>1-1.8万\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 09:07:23</td>\n",
       "      <td>[五险一金, 绩效奖金, 带薪年假, 节日福利, 周末双休]</td>\n",
       "      <td>[广州, 2年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>132133444</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132133444...</td>\n",
       "      <td>产品经理（宠物洗护）</td>\n",
       "      <td>1.1-1.6万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 10:01:08</td>\n",
       "      <td>[节日福利, 带薪年假, 员工活动, 五险一金, 员工旅游, 年终奖金, 包食宿]</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>129145729</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12914...</td>\n",
       "      <td>APP产品经理</td>\n",
       "      <td>0.8-1万\\/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-23 09:05:33</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-越秀区, 1年经验, 中专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>132139006</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13213...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1.8-2.3万\\/月</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 补充医疗保险, 带薪年假, 节日福利, 定期团建]</td>\n",
       "      <td>[广州-天河区, 5-7年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>132136891</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13213...</td>\n",
       "      <td>ERP产品经理</td>\n",
       "      <td>1.5-2.5万\\/月</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-番禺区, 5-7年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>132136089</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/132136089....</td>\n",
       "      <td>美妆工具产品经理\\/副总</td>\n",
       "      <td>1-2.5万\\/月</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[专业培训, 年终奖金, 员工旅游, 包吃, 全勤奖, 五险, 工龄奖]</td>\n",
       "      <td>[东莞, 5-7年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>132134137</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13213...</td>\n",
       "      <td>智能硬件产品经理（***）</td>\n",
       "      <td>0.8-1.5万\\/月</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[专业培训, 餐饮补贴, 年终奖金]</td>\n",
       "      <td>[广州-番禺区, 5-7年经验, 大专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>132133411</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13213...</td>\n",
       "      <td>年薪27万直播短视频产品经理</td>\n",
       "      <td>20-30万\\/年</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[弹性工作, 带薪年假, 五险一金, 绩效奖金, 全勤奖, 节日福利, 交通补贴, 高提成,...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>132130985</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhongshan\\/132130985...</td>\n",
       "      <td>海外产品经理</td>\n",
       "      <td>0.7-1.5万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[健身房, 带薪年假, 专业培训, 免费班车, 餐饮补贴, 包住宿, 节日福利]</td>\n",
       "      <td>[中山, 3-4年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>132051375</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13205...</td>\n",
       "      <td>产品经理（教育经验）m</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 员工旅游, 交通补贴, 绩效奖金, 年终奖金, 专业培训, 定期体检, 弹性工作]</td>\n",
       "      <td>[广州-天河区, 2年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>131978209</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13197...</td>\n",
       "      <td>产品经理（互联网B端）</td>\n",
       "      <td>0.7-1.3万\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 交通补贴, 餐饮补贴, 通讯补贴, 绩效奖金, 年终奖金, 定期体检, 周末双...</td>\n",
       "      <td>[广州-天河区, 2年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>131867771</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13186...</td>\n",
       "      <td>APP产品经理</td>\n",
       "      <td>1-1.8万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 专业培训, 绩效奖金, 节假日福利, 试用期全额, 交通补贴, 餐饮补贴, 通...</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>131517557</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhongshan-hj\\/131517...</td>\n",
       "      <td>农产品经理</td>\n",
       "      <td>4-6千\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[通讯补贴, 交通补贴, 绩效奖金, 员工旅游, 五险, 专业培训]</td>\n",
       "      <td>[中山-火炬开发区, 2年经验, 大专, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>131347055</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13134...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>131290012</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13129...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[带薪年假, 绩效奖金, 全勤奖, 专业培训, 弹性工作, 节日福利]</td>\n",
       "      <td>[广州-番禺区, 5-7年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>131140907</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/131140907....</td>\n",
       "      <td>产品经理助理</td>\n",
       "      <td>4.5-6千\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[]</td>\n",
       "      <td>[东莞, 2年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>131129315</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/131129315....</td>\n",
       "      <td>001产品经理</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[]</td>\n",
       "      <td>[东莞, 1年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>131063715</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13106...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[周末双休, 五险一金, 带薪年假, 绩效奖金, 节日福利]</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>131039730</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/131039730....</td>\n",
       "      <td>004产品经理</td>\n",
       "      <td>0.7-1.2万\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[]</td>\n",
       "      <td>[东莞, 2年经验, 大专, 招5人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>129921972</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shenzhen-lgq\\/129921...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>0.8-1.3万\\/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 包吃, 包住宿, 绩效奖金, 全勤奖, 节日福利, 通讯补贴, 做五休二]</td>\n",
       "      <td>[异地招聘, 1年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>129895715</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-ztz\\/129895...</td>\n",
       "      <td>平台产品经理</td>\n",
       "      <td>0.7-2.5万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[包吃包住]</td>\n",
       "      <td>[东莞-中堂镇, 3-4年经验, 高中, 招3人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>129313290</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/12931...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>0.6-1万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 绩效奖金, 包吃, 包住宿, 加班补贴, 节日福利]</td>\n",
       "      <td>[广州-白云区, 3-4年经验, 本科, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>125883736</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/125883736...</td>\n",
       "      <td>产品经理（广州）</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>132117676</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13211...</td>\n",
       "      <td>智能产品经理</td>\n",
       "      <td>12-20万\\/年</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 补充医疗保险, 免费班车, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训, 绩...</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>130941877</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/130941877...</td>\n",
       "      <td>研发产品经理</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 免费班车, 绩效奖金, 餐饮补贴, 定期体检, 补充医疗保险]</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>119325629</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11932...</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>0.5-1万\\/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-番禺区, 1年经验, 本科, 招5人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>108654920</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/10865...</td>\n",
       "      <td>金融产品经理岗</td>\n",
       "      <td>0.5-1.4万\\/月</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-番禺区, 无需经验, 本科, 招5人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>130940240</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/130940240...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1-2万\\/月</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 11:33:39</td>\n",
       "      <td>[五险一金, 补充公积金, 员工旅游, 绩效奖金, 专业培训, 免费班车, 年终奖金]</td>\n",
       "      <td>[广州, 5-7年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>132121257</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13212...</td>\n",
       "      <td>年薪28万直播短视频产品经理</td>\n",
       "      <td>20-30万\\/年</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 11:29:00</td>\n",
       "      <td>[弹性工作, 带薪年假, 五险一金, 绩效奖金, 节日福利, 专业培训, 交通补贴, 全勤奖]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>131549700</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13154...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 09:25:18</td>\n",
       "      <td>[弹性工作, 定期体检, 专业培训, 人性化福利, 五险一金, 年终奖金, 绩效奖金]</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>130752181</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13075...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 09:09:18</td>\n",
       "      <td>[五险一金, 补充医疗保险, 补充公积金, 员工旅游, 年终奖金, 绩效奖金, 专业培训, ...</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>131678419</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13167...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 09:07:34</td>\n",
       "      <td>[周末双休, 带薪年假, 五险一金, 绩效奖金, 专业培训, 交通补贴, 加班补贴, 全勤奖...</td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>131924866</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/13192...</td>\n",
       "      <td>日化产品经理</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 09:03:05</td>\n",
       "      <td>[全勤奖, 节日福利, 绩效奖金, 弹性工作, 带薪年假]</td>\n",
       "      <td>[广州-白云区, 5-7年经验, 中专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>131924919</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/13192...</td>\n",
       "      <td>日化产品经理</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 09:02:10</td>\n",
       "      <td>[全勤奖, 节日福利, 绩效奖金, 弹性工作, 带薪年假]</td>\n",
       "      <td>[广州-白云区, 5-7年经验, 中专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>100044454</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/10004...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>0.8-1.5万\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 08:27:43</td>\n",
       "      <td>[年终奖金, 绩效奖金, 免费班车, 五险, 住房补贴, 餐饮补贴]</td>\n",
       "      <td>[广州-番禺区, 2年经验, 本科, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>132127911</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13212...</td>\n",
       "      <td>数字产品经理</td>\n",
       "      <td>1-1.8万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[通讯补贴, 年终奖金, 定期体检, 员工活动, 专业培训, 员工旅游, 五险一金]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>132126645</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/13212...</td>\n",
       "      <td>产品经理（供应链方向）</td>\n",
       "      <td>15-25万\\/年</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 餐饮补贴, 绩效奖金, 年终奖金, 定期体检]</td>\n",
       "      <td>[广州-荔湾区, 5-7年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>132123750</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan-ccq\\/13212375...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-30万\\/年</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 绩效奖金, 餐饮补贴, 专业培训, 年终奖金, 员工活动]</td>\n",
       "      <td>[佛山-禅城区, 5-7年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>132122783</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/132122783.ht...</td>\n",
       "      <td>芯片封测产品经理</td>\n",
       "      <td>15-20万\\/年</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 补充医疗保险, 餐饮补贴, 通讯补贴, 年终奖金, 定期体检, 专业培训, 绩...</td>\n",
       "      <td>[珠海, 3-4年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>132122559</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13212...</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>0.8-1.2万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 年终奖金, 定期体检, 带薪年假, 餐饮补贴, 周末双休]</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 大专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>132121639</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13212...</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[带薪年假, 全勤奖, 节日福利, 下午茶生日会, 五险一金, 员工旅游]</td>\n",
       "      <td>[广州-天河区, 2年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>132119727</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13211...</td>\n",
       "      <td>产品总监\\/产品经理</td>\n",
       "      <td>20-30万\\/年</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[员工旅游, 年终奖金, 专业培训, 定期体检, 五险一金, 包吃, 全勤奖, 节日福利]</td>\n",
       "      <td>[广州-海珠区, 5-7年经验, 大专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>132119026</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13211...</td>\n",
       "      <td>平台产品经理</td>\n",
       "      <td>1-1.6万\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金]</td>\n",
       "      <td>[广州-天河区, 2年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>132117909</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13211...</td>\n",
       "      <td>产品经理助理</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[购买社保, 年终奖金, 免费午餐, 节日福利, 高温补贴, 周末双休]</td>\n",
       "      <td>[广州-黄埔区, 2年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>132114561</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13211...</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>1.2-1.5万\\/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 弹性工作, 定期体检]</td>\n",
       "      <td>[广州-天河区, 1年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>132113974</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13211...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 周末双休]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>132112978</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan-ssq\\/13211297...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[]</td>\n",
       "      <td>[佛山-三水区, 1年经验, 大专, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>132112145</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13211...</td>\n",
       "      <td>05415E-投行渠道产品经理（广州）</td>\n",
       "      <td>2-2.5万\\/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 绩效奖金, 年终分红, 定期体检, 补充医疗保险, 带薪年假]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 硕士, 招2人]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        jobid                                           job_href  \\\n",
       "0   123591298  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12359...   \n",
       "1   132142621  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13214...   \n",
       "2   110399269  https:\\/\\/jobs.51job.com\\/guangzhou\\/110399269...   \n",
       "3   132133444  https:\\/\\/jobs.51job.com\\/guangzhou\\/132133444...   \n",
       "4   129145729  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12914...   \n",
       "5   132139006  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13213...   \n",
       "6   132136891  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13213...   \n",
       "7   132136089  https:\\/\\/jobs.51job.com\\/dongguan\\/132136089....   \n",
       "8   132134137  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13213...   \n",
       "9   132133411  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13213...   \n",
       "10  132130985  https:\\/\\/jobs.51job.com\\/zhongshan\\/132130985...   \n",
       "11  132051375  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13205...   \n",
       "12  131978209  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13197...   \n",
       "13  131867771  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13186...   \n",
       "14  131517557  https:\\/\\/jobs.51job.com\\/zhongshan-hj\\/131517...   \n",
       "15  131347055  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13134...   \n",
       "16  131290012  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13129...   \n",
       "17  131140907  https:\\/\\/jobs.51job.com\\/dongguan\\/131140907....   \n",
       "18  131129315  https:\\/\\/jobs.51job.com\\/dongguan\\/131129315....   \n",
       "19  131063715  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13106...   \n",
       "20  131039730  https:\\/\\/jobs.51job.com\\/dongguan\\/131039730....   \n",
       "21  129921972  https:\\/\\/jobs.51job.com\\/shenzhen-lgq\\/129921...   \n",
       "22  129895715  https:\\/\\/jobs.51job.com\\/dongguan-ztz\\/129895...   \n",
       "23  129313290  https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/12931...   \n",
       "24  125883736  https:\\/\\/jobs.51job.com\\/guangzhou\\/125883736...   \n",
       "25  132117676  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13211...   \n",
       "26  130941877  https:\\/\\/jobs.51job.com\\/guangzhou\\/130941877...   \n",
       "27  119325629  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11932...   \n",
       "28  108654920  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/10865...   \n",
       "29  130940240  https:\\/\\/jobs.51job.com\\/guangzhou\\/130940240...   \n",
       "30  132121257  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13212...   \n",
       "31  131549700  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13154...   \n",
       "32  130752181  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13075...   \n",
       "33  131678419  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13167...   \n",
       "34  131924866  https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/13192...   \n",
       "35  131924919  https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/13192...   \n",
       "36  100044454  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/10004...   \n",
       "37  132127911  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13212...   \n",
       "38  132126645  https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/13212...   \n",
       "39  132123750  https:\\/\\/jobs.51job.com\\/foshan-ccq\\/13212375...   \n",
       "40  132122783  https:\\/\\/jobs.51job.com\\/zhuhai\\/132122783.ht...   \n",
       "41  132122559  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13212...   \n",
       "42  132121639  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13212...   \n",
       "43  132119727  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13211...   \n",
       "44  132119026  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13211...   \n",
       "45  132117909  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13211...   \n",
       "46  132114561  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13211...   \n",
       "47  132113974  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13211...   \n",
       "48  132112978  https:\\/\\/jobs.51job.com\\/foshan-ssq\\/13211297...   \n",
       "49  132112145  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13211...   \n",
       "\n",
       "               job_name providesalary_text workyear            issuedate  \\\n",
       "0           产品经理（广州，上海）          17-30万\\/年        5  2021-05-23 13:38:45   \n",
       "1                高级产品经理          1.5-2万\\/月        6  2021-05-23 13:20:02   \n",
       "2               互联网产品经理          1-1.8万\\/月        4  2021-05-23 09:07:23   \n",
       "3            产品经理（宠物洗护）        1.1-1.6万\\/月        5  2021-05-23 10:01:08   \n",
       "4               APP产品经理          0.8-1万\\/月        3  2021-05-23 09:05:33   \n",
       "5                  产品经理        1.8-2.3万\\/月        6  2021-05-23 04:00:46   \n",
       "6               ERP产品经理        1.5-2.5万\\/月        6  2021-05-23 04:00:46   \n",
       "7          美妆工具产品经理\\/副总          1-2.5万\\/月        6  2021-05-23 04:00:46   \n",
       "8         智能硬件产品经理（***）        0.8-1.5万\\/月        6  2021-05-23 04:00:46   \n",
       "9        年薪27万直播短视频产品经理          20-30万\\/年        5  2021-05-23 04:00:46   \n",
       "10               海外产品经理        0.7-1.5万\\/月        5  2021-05-23 04:00:46   \n",
       "11          产品经理（教育经验）m          1.5-2万\\/月        4  2021-05-23 04:00:46   \n",
       "12          产品经理（互联网B端）        0.7-1.3万\\/月        4  2021-05-23 04:00:46   \n",
       "13              APP产品经理          1-1.8万\\/月        5  2021-05-23 04:00:46   \n",
       "14                农产品经理            4-6千\\/月        4  2021-05-23 04:00:46   \n",
       "15                 产品经理          1-1.5万\\/月        5  2021-05-23 04:00:46   \n",
       "16                 产品经理          1-1.5万\\/月        6  2021-05-23 04:00:46   \n",
       "17               产品经理助理          4.5-6千\\/月        4  2021-05-23 04:00:46   \n",
       "18              001产品经理            6-8千\\/月        3  2021-05-23 04:00:46   \n",
       "19                 产品经理          1-1.5万\\/月        5  2021-05-23 04:00:46   \n",
       "20              004产品经理        0.7-1.2万\\/月        4  2021-05-23 04:00:46   \n",
       "21                 产品经理        0.8-1.3万\\/月        3  2021-05-23 04:00:46   \n",
       "22               平台产品经理        0.7-2.5万\\/月        5  2021-05-23 04:00:46   \n",
       "23                 产品经理          0.6-1万\\/月        5  2021-05-23 04:00:46   \n",
       "24             产品经理（广州）                              2021-05-23 04:00:46   \n",
       "25               智能产品经理          12-20万\\/年        5  2021-05-23 04:00:46   \n",
       "26               研发产品经理          1.5-2万\\/月        5  2021-05-23 04:00:46   \n",
       "27               金融产品经理          0.5-1万\\/月        3  2021-05-23 04:00:46   \n",
       "28              金融产品经理岗        0.5-1.4万\\/月       10  2021-05-23 04:00:46   \n",
       "29                 产品经理            1-2万\\/月        6  2021-05-23 11:33:39   \n",
       "30       年薪28万直播短视频产品经理          20-30万\\/年        5  2021-05-23 11:29:00   \n",
       "31                 产品经理          1-1.5万\\/月        5  2021-05-23 09:25:18   \n",
       "32                 产品经理          1-1.5万\\/月        5  2021-05-23 09:09:18   \n",
       "33                 产品经理          1-1.5万\\/月        5  2021-05-23 09:07:34   \n",
       "34               日化产品经理          1.5-2万\\/月        6  2021-05-23 09:03:05   \n",
       "35               日化产品经理          1.5-2万\\/月        6  2021-05-23 09:02:10   \n",
       "36                 产品经理        0.8-1.5万\\/月        4  2021-05-23 08:27:43   \n",
       "37               数字产品经理          1-1.8万\\/月        5  2021-05-23 04:00:46   \n",
       "38          产品经理（供应链方向）          15-25万\\/年        6  2021-05-23 04:00:46   \n",
       "39                 产品经理          20-30万\\/年        6  2021-05-23 04:00:46   \n",
       "40             芯片封测产品经理          15-20万\\/年        5  2021-05-23 04:00:46   \n",
       "41              互联网产品经理        0.8-1.2万\\/月        5  2021-05-23 04:00:46   \n",
       "42              互联网产品经理          1-1.5万\\/月        4  2021-05-23 04:00:46   \n",
       "43           产品总监\\/产品经理          20-30万\\/年        6  2021-05-23 04:00:46   \n",
       "44               平台产品经理          1-1.6万\\/月        4  2021-05-23 04:00:46   \n",
       "45               产品经理助理            6-8千\\/月        4  2021-05-23 04:00:46   \n",
       "46               数据产品经理        1.2-1.5万\\/月        3  2021-05-23 04:00:46   \n",
       "47                 产品经理          1-1.5万\\/月        5  2021-05-23 04:00:46   \n",
       "48                 产品经理            6-8千\\/月        3  2021-05-23 04:00:46   \n",
       "49  05415E-投行渠道产品经理（广州）          2-2.5万\\/月        5  2021-05-23 04:00:46   \n",
       "\n",
       "                                         jobwelf_list  \\\n",
       "0                      [周末双休, 五险一金, 通讯补贴, 高温补贴, 节日福利]   \n",
       "1                                                  []   \n",
       "2                      [五险一金, 绩效奖金, 带薪年假, 节日福利, 周末双休]   \n",
       "3           [节日福利, 带薪年假, 员工活动, 五险一金, 员工旅游, 年终奖金, 包食宿]   \n",
       "4                                                  []   \n",
       "5                    [五险一金, 补充医疗保险, 带薪年假, 节日福利, 定期团建]   \n",
       "6                                                  []   \n",
       "7                [专业培训, 年终奖金, 员工旅游, 包吃, 全勤奖, 五险, 工龄奖]   \n",
       "8                                  [专业培训, 餐饮补贴, 年终奖金]   \n",
       "9   [弹性工作, 带薪年假, 五险一金, 绩效奖金, 全勤奖, 节日福利, 交通补贴, 高提成,...   \n",
       "10           [健身房, 带薪年假, 专业培训, 免费班车, 餐饮补贴, 包住宿, 节日福利]   \n",
       "11   [五险一金, 员工旅游, 交通补贴, 绩效奖金, 年终奖金, 专业培训, 定期体检, 弹性工作]   \n",
       "12  [五险一金, 交通补贴, 餐饮补贴, 通讯补贴, 绩效奖金, 年终奖金, 定期体检, 周末双...   \n",
       "13  [五险一金, 专业培训, 绩效奖金, 节假日福利, 试用期全额, 交通补贴, 餐饮补贴, 通...   \n",
       "14                 [通讯补贴, 交通补贴, 绩效奖金, 员工旅游, 五险, 专业培训]   \n",
       "15                                                 []   \n",
       "16                [带薪年假, 绩效奖金, 全勤奖, 专业培训, 弹性工作, 节日福利]   \n",
       "17                                                 []   \n",
       "18                                                 []   \n",
       "19                     [周末双休, 五险一金, 带薪年假, 绩效奖金, 节日福利]   \n",
       "20                                                 []   \n",
       "21       [五险一金, 包吃, 包住宿, 绩效奖金, 全勤奖, 节日福利, 通讯补贴, 做五休二]   \n",
       "22                                             [包吃包住]   \n",
       "23                  [五险一金, 绩效奖金, 包吃, 包住宿, 加班补贴, 节日福利]   \n",
       "24                                                 []   \n",
       "25  [五险一金, 补充医疗保险, 免费班车, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训, 绩...   \n",
       "26             [五险一金, 免费班车, 绩效奖金, 餐饮补贴, 定期体检, 补充医疗保险]   \n",
       "27                                                 []   \n",
       "28                                                 []   \n",
       "29        [五险一金, 补充公积金, 员工旅游, 绩效奖金, 专业培训, 免费班车, 年终奖金]   \n",
       "30    [弹性工作, 带薪年假, 五险一金, 绩效奖金, 节日福利, 专业培训, 交通补贴, 全勤奖]   \n",
       "31        [弹性工作, 定期体检, 专业培训, 人性化福利, 五险一金, 年终奖金, 绩效奖金]   \n",
       "32  [五险一金, 补充医疗保险, 补充公积金, 员工旅游, 年终奖金, 绩效奖金, 专业培训, ...   \n",
       "33  [周末双休, 带薪年假, 五险一金, 绩效奖金, 专业培训, 交通补贴, 加班补贴, 全勤奖...   \n",
       "34                      [全勤奖, 节日福利, 绩效奖金, 弹性工作, 带薪年假]   \n",
       "35                      [全勤奖, 节日福利, 绩效奖金, 弹性工作, 带薪年假]   \n",
       "36                 [年终奖金, 绩效奖金, 免费班车, 五险, 住房补贴, 餐饮补贴]   \n",
       "37         [通讯补贴, 年终奖金, 定期体检, 员工活动, 专业培训, 员工旅游, 五险一金]   \n",
       "38                     [五险一金, 餐饮补贴, 绩效奖金, 年终奖金, 定期体检]   \n",
       "39               [五险一金, 绩效奖金, 餐饮补贴, 专业培训, 年终奖金, 员工活动]   \n",
       "40  [五险一金, 补充医疗保险, 餐饮补贴, 通讯补贴, 年终奖金, 定期体检, 专业培训, 绩...   \n",
       "41               [五险一金, 年终奖金, 定期体检, 带薪年假, 餐饮补贴, 周末双休]   \n",
       "42              [带薪年假, 全勤奖, 节日福利, 下午茶生日会, 五险一金, 员工旅游]   \n",
       "43      [员工旅游, 年终奖金, 专业培训, 定期体检, 五险一金, 包吃, 全勤奖, 节日福利]   \n",
       "44                                             [五险一金]   \n",
       "45               [购买社保, 年终奖金, 免费午餐, 节日福利, 高温补贴, 周末双休]   \n",
       "46                                 [五险一金, 弹性工作, 定期体检]   \n",
       "47                                       [五险一金, 周末双休]   \n",
       "48                                                 []   \n",
       "49             [五险一金, 绩效奖金, 年终分红, 定期体检, 补充医疗保险, 带薪年假]   \n",
       "\n",
       "                attribute_text  \n",
       "0    [广州-番禺区, 3-4年经验, 本科, 招2人]  \n",
       "1    [广州-天河区, 5-7年经验, 本科, 招1人]  \n",
       "2          [广州, 2年经验, 本科, 招1人]  \n",
       "3        [广州, 3-4年经验, 本科, 招1人]  \n",
       "4     [广州-越秀区, 1年经验, 中专, 招若干人]  \n",
       "5    [广州-天河区, 5-7年经验, 本科, 招1人]  \n",
       "6    [广州-番禺区, 5-7年经验, 大专, 招1人]  \n",
       "7        [东莞, 5-7年经验, 大专, 招1人]  \n",
       "8   [广州-番禺区, 5-7年经验, 大专, 招若干人]  \n",
       "9   [广州-天河区, 3-4年经验, 本科, 招若干人]  \n",
       "10      [中山, 3-4年经验, 本科, 招若干人]  \n",
       "11     [广州-天河区, 2年经验, 本科, 招1人]  \n",
       "12     [广州-天河区, 2年经验, 本科, 招1人]  \n",
       "13   [广州-海珠区, 3-4年经验, 大专, 招1人]  \n",
       "14   [中山-火炬开发区, 2年经验, 大专, 招2人]  \n",
       "15   [广州-越秀区, 3-4年经验, 本科, 招1人]  \n",
       "16   [广州-番禺区, 5-7年经验, 本科, 招1人]  \n",
       "17         [东莞, 2年经验, 本科, 招1人]  \n",
       "18         [东莞, 1年经验, 本科, 招1人]  \n",
       "19  [广州-黄埔区, 3-4年经验, 本科, 招若干人]  \n",
       "20         [东莞, 2年经验, 大专, 招5人]  \n",
       "21       [异地招聘, 1年经验, 大专, 招1人]  \n",
       "22   [东莞-中堂镇, 3-4年经验, 高中, 招3人]  \n",
       "23   [广州-白云区, 3-4年经验, 本科, 招2人]  \n",
       "24              [广州, 本科, 招若干人]  \n",
       "25  [广州-海珠区, 3-4年经验, 本科, 招若干人]  \n",
       "26      [广州, 3-4年经验, 本科, 招若干人]  \n",
       "27     [广州-番禺区, 1年经验, 本科, 招5人]  \n",
       "28     [广州-番禺区, 无需经验, 本科, 招5人]  \n",
       "29       [广州, 5-7年经验, 本科, 招1人]  \n",
       "30  [广州-天河区, 3-4年经验, 本科, 招若干人]  \n",
       "31   [广州-黄埔区, 3-4年经验, 本科, 招1人]  \n",
       "32   [广州-番禺区, 3-4年经验, 本科, 招1人]  \n",
       "33  [广州-越秀区, 3-4年经验, 本科, 招若干人]  \n",
       "34   [广州-白云区, 5-7年经验, 中专, 招1人]  \n",
       "35   [广州-白云区, 5-7年经验, 中专, 招1人]  \n",
       "36     [广州-番禺区, 2年经验, 本科, 招2人]  \n",
       "37   [广州-天河区, 3-4年经验, 大专, 招1人]  \n",
       "38  [广州-荔湾区, 5-7年经验, 本科, 招若干人]  \n",
       "39   [佛山-禅城区, 5-7年经验, 大专, 招1人]  \n",
       "40       [珠海, 3-4年经验, 本科, 招1人]  \n",
       "41  [广州-黄埔区, 3-4年经验, 大专, 招若干人]  \n",
       "42     [广州-天河区, 2年经验, 大专, 招1人]  \n",
       "43  [广州-海珠区, 5-7年经验, 大专, 招若干人]  \n",
       "44     [广州-天河区, 2年经验, 本科, 招1人]  \n",
       "45     [广州-黄埔区, 2年经验, 大专, 招1人]  \n",
       "46    [广州-天河区, 1年经验, 本科, 招若干人]  \n",
       "47   [广州-天河区, 3-4年经验, 大专, 招1人]  \n",
       "48     [佛山-三水区, 1年经验, 大专, 招2人]  \n",
       "49   [广州-天河区, 3-4年经验, 硕士, 招2人]  "
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_results = pd.DataFrame(results['engine_search_result'])[['jobid','job_href','job_name','providesalary_text','workyear','issuedate','jobwelf_list','attribute_text']]\n",
    "df_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>jobid</th>\n",
       "      <th>job_href</th>\n",
       "      <th>job_name</th>\n",
       "      <th>providesalary_text</th>\n",
       "      <th>workyear</th>\n",
       "      <th>issuedate</th>\n",
       "      <th>jobwelf_list</th>\n",
       "      <th>attribute_text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>123591298</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/123591298...</td>\n",
       "      <td>产品经理（广州，上海）</td>\n",
       "      <td>17-30万/年</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 13:38:45</td>\n",
       "      <td>[周末双休, 五险一金, 通讯补贴, 高温补贴, 节日福利]</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 本科, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>132142621</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/132142621...</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>1.5-2万/月</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 13:20:02</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-天河区, 5-7年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>110399269</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/110399269.htm...</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>1-1.8万/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 09:07:23</td>\n",
       "      <td>[五险一金, 绩效奖金, 带薪年假, 节日福利, 周末双休]</td>\n",
       "      <td>[广州, 2年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>132133444</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/132133444.htm...</td>\n",
       "      <td>产品经理（宠物洗护）</td>\n",
       "      <td>1.1-1.6万/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 10:01:08</td>\n",
       "      <td>[节日福利, 带薪年假, 员工活动, 五险一金, 员工旅游, 年终奖金, 包食宿]</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>129145729</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-yxq/129145729...</td>\n",
       "      <td>APP产品经理</td>\n",
       "      <td>0.8-1万/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-23 09:05:33</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-越秀区, 1年经验, 中专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>132139006</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/132139006...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1.8-2.3万/月</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 补充医疗保险, 带薪年假, 节日福利, 定期团建]</td>\n",
       "      <td>[广州-天河区, 5-7年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>132136891</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/132136891...</td>\n",
       "      <td>ERP产品经理</td>\n",
       "      <td>1.5-2.5万/月</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-番禺区, 5-7年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>132136089</td>\n",
       "      <td>https://jobs.51job.com/dongguan/132136089.html...</td>\n",
       "      <td>美妆工具产品经理\\/副总</td>\n",
       "      <td>1-2.5万/月</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[专业培训, 年终奖金, 员工旅游, 包吃, 全勤奖, 五险, 工龄奖]</td>\n",
       "      <td>[东莞, 5-7年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>132134137</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/132134137...</td>\n",
       "      <td>智能硬件产品经理（***）</td>\n",
       "      <td>0.8-1.5万/月</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[专业培训, 餐饮补贴, 年终奖金]</td>\n",
       "      <td>[广州-番禺区, 5-7年经验, 大专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>132133411</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/132133411...</td>\n",
       "      <td>年薪27万直播短视频产品经理</td>\n",
       "      <td>20-30万/年</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[弹性工作, 带薪年假, 五险一金, 绩效奖金, 全勤奖, 节日福利, 交通补贴, 高提成,...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>132130985</td>\n",
       "      <td>https://jobs.51job.com/zhongshan/132130985.htm...</td>\n",
       "      <td>海外产品经理</td>\n",
       "      <td>0.7-1.5万/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[健身房, 带薪年假, 专业培训, 免费班车, 餐饮补贴, 包住宿, 节日福利]</td>\n",
       "      <td>[中山, 3-4年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>132051375</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/132051375...</td>\n",
       "      <td>产品经理（教育经验）m</td>\n",
       "      <td>1.5-2万/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 员工旅游, 交通补贴, 绩效奖金, 年终奖金, 专业培训, 定期体检, 弹性工作]</td>\n",
       "      <td>[广州-天河区, 2年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>131978209</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/131978209...</td>\n",
       "      <td>产品经理（互联网B端）</td>\n",
       "      <td>0.7-1.3万/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 交通补贴, 餐饮补贴, 通讯补贴, 绩效奖金, 年终奖金, 定期体检, 周末双...</td>\n",
       "      <td>[广州-天河区, 2年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>131867771</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/131867771...</td>\n",
       "      <td>APP产品经理</td>\n",
       "      <td>1-1.8万/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 专业培训, 绩效奖金, 节假日福利, 试用期全额, 交通补贴, 餐饮补贴, 通...</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>131517557</td>\n",
       "      <td>https://jobs.51job.com/zhongshan-hj/131517557....</td>\n",
       "      <td>农产品经理</td>\n",
       "      <td>4-6千/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[通讯补贴, 交通补贴, 绩效奖金, 员工旅游, 五险, 专业培训]</td>\n",
       "      <td>[中山-火炬开发区, 2年经验, 大专, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>131347055</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-yxq/131347055...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1-1.5万/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>131290012</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/131290012...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1-1.5万/月</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[带薪年假, 绩效奖金, 全勤奖, 专业培训, 弹性工作, 节日福利]</td>\n",
       "      <td>[广州-番禺区, 5-7年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>131140907</td>\n",
       "      <td>https://jobs.51job.com/dongguan/131140907.html...</td>\n",
       "      <td>产品经理助理</td>\n",
       "      <td>4.5-6千/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[]</td>\n",
       "      <td>[东莞, 2年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>131129315</td>\n",
       "      <td>https://jobs.51job.com/dongguan/131129315.html...</td>\n",
       "      <td>001产品经理</td>\n",
       "      <td>6-8千/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[]</td>\n",
       "      <td>[东莞, 1年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>131063715</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/131063715...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1-1.5万/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[周末双休, 五险一金, 带薪年假, 绩效奖金, 节日福利]</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>131039730</td>\n",
       "      <td>https://jobs.51job.com/dongguan/131039730.html...</td>\n",
       "      <td>004产品经理</td>\n",
       "      <td>0.7-1.2万/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[]</td>\n",
       "      <td>[东莞, 2年经验, 大专, 招5人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>129921972</td>\n",
       "      <td>https://jobs.51job.com/shenzhen-lgq/129921972....</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>0.8-1.3万/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 包吃, 包住宿, 绩效奖金, 全勤奖, 节日福利, 通讯补贴, 做五休二]</td>\n",
       "      <td>[异地招聘, 1年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>129895715</td>\n",
       "      <td>https://jobs.51job.com/dongguan-ztz/129895715....</td>\n",
       "      <td>平台产品经理</td>\n",
       "      <td>0.7-2.5万/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[包吃包住]</td>\n",
       "      <td>[东莞-中堂镇, 3-4年经验, 高中, 招3人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>129313290</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-byq/129313290...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>0.6-1万/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 绩效奖金, 包吃, 包住宿, 加班补贴, 节日福利]</td>\n",
       "      <td>[广州-白云区, 3-4年经验, 本科, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>125883736</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/125883736.htm...</td>\n",
       "      <td>产品经理（广州）</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>132117676</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/132117676...</td>\n",
       "      <td>智能产品经理</td>\n",
       "      <td>12-20万/年</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 补充医疗保险, 免费班车, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训, 绩...</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>130941877</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/130941877.htm...</td>\n",
       "      <td>研发产品经理</td>\n",
       "      <td>1.5-2万/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 免费班车, 绩效奖金, 餐饮补贴, 定期体检, 补充医疗保险]</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>119325629</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/119325629...</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>0.5-1万/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-番禺区, 1年经验, 本科, 招5人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>108654920</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/108654920...</td>\n",
       "      <td>金融产品经理岗</td>\n",
       "      <td>0.5-1.4万/月</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-番禺区, 无需经验, 本科, 招5人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>130940240</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/130940240.htm...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1-2万/月</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 11:33:39</td>\n",
       "      <td>[五险一金, 补充公积金, 员工旅游, 绩效奖金, 专业培训, 免费班车, 年终奖金]</td>\n",
       "      <td>[广州, 5-7年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>132121257</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/132121257...</td>\n",
       "      <td>年薪28万直播短视频产品经理</td>\n",
       "      <td>20-30万/年</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 11:29:00</td>\n",
       "      <td>[弹性工作, 带薪年假, 五险一金, 绩效奖金, 节日福利, 专业培训, 交通补贴, 全勤奖]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>131549700</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/131549700...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1-1.5万/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 09:25:18</td>\n",
       "      <td>[弹性工作, 定期体检, 专业培训, 人性化福利, 五险一金, 年终奖金, 绩效奖金]</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>130752181</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/130752181...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1-1.5万/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 09:09:18</td>\n",
       "      <td>[五险一金, 补充医疗保险, 补充公积金, 员工旅游, 年终奖金, 绩效奖金, 专业培训, ...</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>131678419</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-yxq/131678419...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1-1.5万/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 09:07:34</td>\n",
       "      <td>[周末双休, 带薪年假, 五险一金, 绩效奖金, 专业培训, 交通补贴, 加班补贴, 全勤奖...</td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>131924866</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-byq/131924866...</td>\n",
       "      <td>日化产品经理</td>\n",
       "      <td>1.5-2万/月</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 09:03:05</td>\n",
       "      <td>[全勤奖, 节日福利, 绩效奖金, 弹性工作, 带薪年假]</td>\n",
       "      <td>[广州-白云区, 5-7年经验, 中专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>131924919</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-byq/131924919...</td>\n",
       "      <td>日化产品经理</td>\n",
       "      <td>1.5-2万/月</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 09:02:10</td>\n",
       "      <td>[全勤奖, 节日福利, 绩效奖金, 弹性工作, 带薪年假]</td>\n",
       "      <td>[广州-白云区, 5-7年经验, 中专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>100044454</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/100044454...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>0.8-1.5万/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 08:27:43</td>\n",
       "      <td>[年终奖金, 绩效奖金, 免费班车, 五险, 住房补贴, 餐饮补贴]</td>\n",
       "      <td>[广州-番禺区, 2年经验, 本科, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>132127911</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/132127911...</td>\n",
       "      <td>数字产品经理</td>\n",
       "      <td>1-1.8万/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[通讯补贴, 年终奖金, 定期体检, 员工活动, 专业培训, 员工旅游, 五险一金]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>132126645</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-lwq/132126645...</td>\n",
       "      <td>产品经理（供应链方向）</td>\n",
       "      <td>15-25万/年</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 餐饮补贴, 绩效奖金, 年终奖金, 定期体检]</td>\n",
       "      <td>[广州-荔湾区, 5-7年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>132123750</td>\n",
       "      <td>https://jobs.51job.com/foshan-ccq/132123750.ht...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-30万/年</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 绩效奖金, 餐饮补贴, 专业培训, 年终奖金, 员工活动]</td>\n",
       "      <td>[佛山-禅城区, 5-7年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>132122783</td>\n",
       "      <td>https://jobs.51job.com/zhuhai/132122783.html?s...</td>\n",
       "      <td>芯片封测产品经理</td>\n",
       "      <td>15-20万/年</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 补充医疗保险, 餐饮补贴, 通讯补贴, 年终奖金, 定期体检, 专业培训, 绩...</td>\n",
       "      <td>[珠海, 3-4年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>132122559</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/132122559...</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>0.8-1.2万/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 年终奖金, 定期体检, 带薪年假, 餐饮补贴, 周末双休]</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 大专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>132121639</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/132121639...</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>1-1.5万/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[带薪年假, 全勤奖, 节日福利, 下午茶生日会, 五险一金, 员工旅游]</td>\n",
       "      <td>[广州-天河区, 2年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>132119727</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/132119727...</td>\n",
       "      <td>产品总监\\/产品经理</td>\n",
       "      <td>20-30万/年</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[员工旅游, 年终奖金, 专业培训, 定期体检, 五险一金, 包吃, 全勤奖, 节日福利]</td>\n",
       "      <td>[广州-海珠区, 5-7年经验, 大专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>132119026</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/132119026...</td>\n",
       "      <td>平台产品经理</td>\n",
       "      <td>1-1.6万/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金]</td>\n",
       "      <td>[广州-天河区, 2年经验, 本科, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>132117909</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/132117909...</td>\n",
       "      <td>产品经理助理</td>\n",
       "      <td>6-8千/月</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[购买社保, 年终奖金, 免费午餐, 节日福利, 高温补贴, 周末双休]</td>\n",
       "      <td>[广州-黄埔区, 2年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>132114561</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/132114561...</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>1.2-1.5万/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 弹性工作, 定期体检]</td>\n",
       "      <td>[广州-天河区, 1年经验, 本科, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>132113974</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/132113974...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1-1.5万/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 周末双休]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>132112978</td>\n",
       "      <td>https://jobs.51job.com/foshan-ssq/132112978.ht...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>6-8千/月</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[]</td>\n",
       "      <td>[佛山-三水区, 1年经验, 大专, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>132112145</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/132112145...</td>\n",
       "      <td>05415E-投行渠道产品经理（广州）</td>\n",
       "      <td>2-2.5万/月</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-23 04:00:46</td>\n",
       "      <td>[五险一金, 绩效奖金, 年终分红, 定期体检, 补充医疗保险, 带薪年假]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 硕士, 招2人]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        jobid                                           job_href  \\\n",
       "0   123591298  https://jobs.51job.com/guangzhou-pyq/123591298...   \n",
       "1   132142621  https://jobs.51job.com/guangzhou-thq/132142621...   \n",
       "2   110399269  https://jobs.51job.com/guangzhou/110399269.htm...   \n",
       "3   132133444  https://jobs.51job.com/guangzhou/132133444.htm...   \n",
       "4   129145729  https://jobs.51job.com/guangzhou-yxq/129145729...   \n",
       "5   132139006  https://jobs.51job.com/guangzhou-thq/132139006...   \n",
       "6   132136891  https://jobs.51job.com/guangzhou-pyq/132136891...   \n",
       "7   132136089  https://jobs.51job.com/dongguan/132136089.html...   \n",
       "8   132134137  https://jobs.51job.com/guangzhou-pyq/132134137...   \n",
       "9   132133411  https://jobs.51job.com/guangzhou-thq/132133411...   \n",
       "10  132130985  https://jobs.51job.com/zhongshan/132130985.htm...   \n",
       "11  132051375  https://jobs.51job.com/guangzhou-thq/132051375...   \n",
       "12  131978209  https://jobs.51job.com/guangzhou-thq/131978209...   \n",
       "13  131867771  https://jobs.51job.com/guangzhou-hzq/131867771...   \n",
       "14  131517557  https://jobs.51job.com/zhongshan-hj/131517557....   \n",
       "15  131347055  https://jobs.51job.com/guangzhou-yxq/131347055...   \n",
       "16  131290012  https://jobs.51job.com/guangzhou-pyq/131290012...   \n",
       "17  131140907  https://jobs.51job.com/dongguan/131140907.html...   \n",
       "18  131129315  https://jobs.51job.com/dongguan/131129315.html...   \n",
       "19  131063715  https://jobs.51job.com/guangzhou-hpq/131063715...   \n",
       "20  131039730  https://jobs.51job.com/dongguan/131039730.html...   \n",
       "21  129921972  https://jobs.51job.com/shenzhen-lgq/129921972....   \n",
       "22  129895715  https://jobs.51job.com/dongguan-ztz/129895715....   \n",
       "23  129313290  https://jobs.51job.com/guangzhou-byq/129313290...   \n",
       "24  125883736  https://jobs.51job.com/guangzhou/125883736.htm...   \n",
       "25  132117676  https://jobs.51job.com/guangzhou-hzq/132117676...   \n",
       "26  130941877  https://jobs.51job.com/guangzhou/130941877.htm...   \n",
       "27  119325629  https://jobs.51job.com/guangzhou-pyq/119325629...   \n",
       "28  108654920  https://jobs.51job.com/guangzhou-pyq/108654920...   \n",
       "29  130940240  https://jobs.51job.com/guangzhou/130940240.htm...   \n",
       "30  132121257  https://jobs.51job.com/guangzhou-thq/132121257...   \n",
       "31  131549700  https://jobs.51job.com/guangzhou-hpq/131549700...   \n",
       "32  130752181  https://jobs.51job.com/guangzhou-pyq/130752181...   \n",
       "33  131678419  https://jobs.51job.com/guangzhou-yxq/131678419...   \n",
       "34  131924866  https://jobs.51job.com/guangzhou-byq/131924866...   \n",
       "35  131924919  https://jobs.51job.com/guangzhou-byq/131924919...   \n",
       "36  100044454  https://jobs.51job.com/guangzhou-pyq/100044454...   \n",
       "37  132127911  https://jobs.51job.com/guangzhou-thq/132127911...   \n",
       "38  132126645  https://jobs.51job.com/guangzhou-lwq/132126645...   \n",
       "39  132123750  https://jobs.51job.com/foshan-ccq/132123750.ht...   \n",
       "40  132122783  https://jobs.51job.com/zhuhai/132122783.html?s...   \n",
       "41  132122559  https://jobs.51job.com/guangzhou-hpq/132122559...   \n",
       "42  132121639  https://jobs.51job.com/guangzhou-thq/132121639...   \n",
       "43  132119727  https://jobs.51job.com/guangzhou-hzq/132119727...   \n",
       "44  132119026  https://jobs.51job.com/guangzhou-thq/132119026...   \n",
       "45  132117909  https://jobs.51job.com/guangzhou-hpq/132117909...   \n",
       "46  132114561  https://jobs.51job.com/guangzhou-thq/132114561...   \n",
       "47  132113974  https://jobs.51job.com/guangzhou-thq/132113974...   \n",
       "48  132112978  https://jobs.51job.com/foshan-ssq/132112978.ht...   \n",
       "49  132112145  https://jobs.51job.com/guangzhou-thq/132112145...   \n",
       "\n",
       "               job_name providesalary_text workyear            issuedate  \\\n",
       "0           产品经理（广州，上海）           17-30万/年        5  2021-05-23 13:38:45   \n",
       "1                高级产品经理           1.5-2万/月        6  2021-05-23 13:20:02   \n",
       "2               互联网产品经理           1-1.8万/月        4  2021-05-23 09:07:23   \n",
       "3            产品经理（宠物洗护）         1.1-1.6万/月        5  2021-05-23 10:01:08   \n",
       "4               APP产品经理           0.8-1万/月        3  2021-05-23 09:05:33   \n",
       "5                  产品经理         1.8-2.3万/月        6  2021-05-23 04:00:46   \n",
       "6               ERP产品经理         1.5-2.5万/月        6  2021-05-23 04:00:46   \n",
       "7          美妆工具产品经理\\/副总           1-2.5万/月        6  2021-05-23 04:00:46   \n",
       "8         智能硬件产品经理（***）         0.8-1.5万/月        6  2021-05-23 04:00:46   \n",
       "9        年薪27万直播短视频产品经理           20-30万/年        5  2021-05-23 04:00:46   \n",
       "10               海外产品经理         0.7-1.5万/月        5  2021-05-23 04:00:46   \n",
       "11          产品经理（教育经验）m           1.5-2万/月        4  2021-05-23 04:00:46   \n",
       "12          产品经理（互联网B端）         0.7-1.3万/月        4  2021-05-23 04:00:46   \n",
       "13              APP产品经理           1-1.8万/月        5  2021-05-23 04:00:46   \n",
       "14                农产品经理             4-6千/月        4  2021-05-23 04:00:46   \n",
       "15                 产品经理           1-1.5万/月        5  2021-05-23 04:00:46   \n",
       "16                 产品经理           1-1.5万/月        6  2021-05-23 04:00:46   \n",
       "17               产品经理助理           4.5-6千/月        4  2021-05-23 04:00:46   \n",
       "18              001产品经理             6-8千/月        3  2021-05-23 04:00:46   \n",
       "19                 产品经理           1-1.5万/月        5  2021-05-23 04:00:46   \n",
       "20              004产品经理         0.7-1.2万/月        4  2021-05-23 04:00:46   \n",
       "21                 产品经理         0.8-1.3万/月        3  2021-05-23 04:00:46   \n",
       "22               平台产品经理         0.7-2.5万/月        5  2021-05-23 04:00:46   \n",
       "23                 产品经理           0.6-1万/月        5  2021-05-23 04:00:46   \n",
       "24             产品经理（广州）                              2021-05-23 04:00:46   \n",
       "25               智能产品经理           12-20万/年        5  2021-05-23 04:00:46   \n",
       "26               研发产品经理           1.5-2万/月        5  2021-05-23 04:00:46   \n",
       "27               金融产品经理           0.5-1万/月        3  2021-05-23 04:00:46   \n",
       "28              金融产品经理岗         0.5-1.4万/月       10  2021-05-23 04:00:46   \n",
       "29                 产品经理             1-2万/月        6  2021-05-23 11:33:39   \n",
       "30       年薪28万直播短视频产品经理           20-30万/年        5  2021-05-23 11:29:00   \n",
       "31                 产品经理           1-1.5万/月        5  2021-05-23 09:25:18   \n",
       "32                 产品经理           1-1.5万/月        5  2021-05-23 09:09:18   \n",
       "33                 产品经理           1-1.5万/月        5  2021-05-23 09:07:34   \n",
       "34               日化产品经理           1.5-2万/月        6  2021-05-23 09:03:05   \n",
       "35               日化产品经理           1.5-2万/月        6  2021-05-23 09:02:10   \n",
       "36                 产品经理         0.8-1.5万/月        4  2021-05-23 08:27:43   \n",
       "37               数字产品经理           1-1.8万/月        5  2021-05-23 04:00:46   \n",
       "38          产品经理（供应链方向）           15-25万/年        6  2021-05-23 04:00:46   \n",
       "39                 产品经理           20-30万/年        6  2021-05-23 04:00:46   \n",
       "40             芯片封测产品经理           15-20万/年        5  2021-05-23 04:00:46   \n",
       "41              互联网产品经理         0.8-1.2万/月        5  2021-05-23 04:00:46   \n",
       "42              互联网产品经理           1-1.5万/月        4  2021-05-23 04:00:46   \n",
       "43           产品总监\\/产品经理           20-30万/年        6  2021-05-23 04:00:46   \n",
       "44               平台产品经理           1-1.6万/月        4  2021-05-23 04:00:46   \n",
       "45               产品经理助理             6-8千/月        4  2021-05-23 04:00:46   \n",
       "46               数据产品经理         1.2-1.5万/月        3  2021-05-23 04:00:46   \n",
       "47                 产品经理           1-1.5万/月        5  2021-05-23 04:00:46   \n",
       "48                 产品经理             6-8千/月        3  2021-05-23 04:00:46   \n",
       "49  05415E-投行渠道产品经理（广州）           2-2.5万/月        5  2021-05-23 04:00:46   \n",
       "\n",
       "                                         jobwelf_list  \\\n",
       "0                      [周末双休, 五险一金, 通讯补贴, 高温补贴, 节日福利]   \n",
       "1                                                  []   \n",
       "2                      [五险一金, 绩效奖金, 带薪年假, 节日福利, 周末双休]   \n",
       "3           [节日福利, 带薪年假, 员工活动, 五险一金, 员工旅游, 年终奖金, 包食宿]   \n",
       "4                                                  []   \n",
       "5                    [五险一金, 补充医疗保险, 带薪年假, 节日福利, 定期团建]   \n",
       "6                                                  []   \n",
       "7                [专业培训, 年终奖金, 员工旅游, 包吃, 全勤奖, 五险, 工龄奖]   \n",
       "8                                  [专业培训, 餐饮补贴, 年终奖金]   \n",
       "9   [弹性工作, 带薪年假, 五险一金, 绩效奖金, 全勤奖, 节日福利, 交通补贴, 高提成,...   \n",
       "10           [健身房, 带薪年假, 专业培训, 免费班车, 餐饮补贴, 包住宿, 节日福利]   \n",
       "11   [五险一金, 员工旅游, 交通补贴, 绩效奖金, 年终奖金, 专业培训, 定期体检, 弹性工作]   \n",
       "12  [五险一金, 交通补贴, 餐饮补贴, 通讯补贴, 绩效奖金, 年终奖金, 定期体检, 周末双...   \n",
       "13  [五险一金, 专业培训, 绩效奖金, 节假日福利, 试用期全额, 交通补贴, 餐饮补贴, 通...   \n",
       "14                 [通讯补贴, 交通补贴, 绩效奖金, 员工旅游, 五险, 专业培训]   \n",
       "15                                                 []   \n",
       "16                [带薪年假, 绩效奖金, 全勤奖, 专业培训, 弹性工作, 节日福利]   \n",
       "17                                                 []   \n",
       "18                                                 []   \n",
       "19                     [周末双休, 五险一金, 带薪年假, 绩效奖金, 节日福利]   \n",
       "20                                                 []   \n",
       "21       [五险一金, 包吃, 包住宿, 绩效奖金, 全勤奖, 节日福利, 通讯补贴, 做五休二]   \n",
       "22                                             [包吃包住]   \n",
       "23                  [五险一金, 绩效奖金, 包吃, 包住宿, 加班补贴, 节日福利]   \n",
       "24                                                 []   \n",
       "25  [五险一金, 补充医疗保险, 免费班车, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训, 绩...   \n",
       "26             [五险一金, 免费班车, 绩效奖金, 餐饮补贴, 定期体检, 补充医疗保险]   \n",
       "27                                                 []   \n",
       "28                                                 []   \n",
       "29        [五险一金, 补充公积金, 员工旅游, 绩效奖金, 专业培训, 免费班车, 年终奖金]   \n",
       "30    [弹性工作, 带薪年假, 五险一金, 绩效奖金, 节日福利, 专业培训, 交通补贴, 全勤奖]   \n",
       "31        [弹性工作, 定期体检, 专业培训, 人性化福利, 五险一金, 年终奖金, 绩效奖金]   \n",
       "32  [五险一金, 补充医疗保险, 补充公积金, 员工旅游, 年终奖金, 绩效奖金, 专业培训, ...   \n",
       "33  [周末双休, 带薪年假, 五险一金, 绩效奖金, 专业培训, 交通补贴, 加班补贴, 全勤奖...   \n",
       "34                      [全勤奖, 节日福利, 绩效奖金, 弹性工作, 带薪年假]   \n",
       "35                      [全勤奖, 节日福利, 绩效奖金, 弹性工作, 带薪年假]   \n",
       "36                 [年终奖金, 绩效奖金, 免费班车, 五险, 住房补贴, 餐饮补贴]   \n",
       "37         [通讯补贴, 年终奖金, 定期体检, 员工活动, 专业培训, 员工旅游, 五险一金]   \n",
       "38                     [五险一金, 餐饮补贴, 绩效奖金, 年终奖金, 定期体检]   \n",
       "39               [五险一金, 绩效奖金, 餐饮补贴, 专业培训, 年终奖金, 员工活动]   \n",
       "40  [五险一金, 补充医疗保险, 餐饮补贴, 通讯补贴, 年终奖金, 定期体检, 专业培训, 绩...   \n",
       "41               [五险一金, 年终奖金, 定期体检, 带薪年假, 餐饮补贴, 周末双休]   \n",
       "42              [带薪年假, 全勤奖, 节日福利, 下午茶生日会, 五险一金, 员工旅游]   \n",
       "43      [员工旅游, 年终奖金, 专业培训, 定期体检, 五险一金, 包吃, 全勤奖, 节日福利]   \n",
       "44                                             [五险一金]   \n",
       "45               [购买社保, 年终奖金, 免费午餐, 节日福利, 高温补贴, 周末双休]   \n",
       "46                                 [五险一金, 弹性工作, 定期体检]   \n",
       "47                                       [五险一金, 周末双休]   \n",
       "48                                                 []   \n",
       "49             [五险一金, 绩效奖金, 年终分红, 定期体检, 补充医疗保险, 带薪年假]   \n",
       "\n",
       "                attribute_text  \n",
       "0    [广州-番禺区, 3-4年经验, 本科, 招2人]  \n",
       "1    [广州-天河区, 5-7年经验, 本科, 招1人]  \n",
       "2          [广州, 2年经验, 本科, 招1人]  \n",
       "3        [广州, 3-4年经验, 本科, 招1人]  \n",
       "4     [广州-越秀区, 1年经验, 中专, 招若干人]  \n",
       "5    [广州-天河区, 5-7年经验, 本科, 招1人]  \n",
       "6    [广州-番禺区, 5-7年经验, 大专, 招1人]  \n",
       "7        [东莞, 5-7年经验, 大专, 招1人]  \n",
       "8   [广州-番禺区, 5-7年经验, 大专, 招若干人]  \n",
       "9   [广州-天河区, 3-4年经验, 本科, 招若干人]  \n",
       "10      [中山, 3-4年经验, 本科, 招若干人]  \n",
       "11     [广州-天河区, 2年经验, 本科, 招1人]  \n",
       "12     [广州-天河区, 2年经验, 本科, 招1人]  \n",
       "13   [广州-海珠区, 3-4年经验, 大专, 招1人]  \n",
       "14   [中山-火炬开发区, 2年经验, 大专, 招2人]  \n",
       "15   [广州-越秀区, 3-4年经验, 本科, 招1人]  \n",
       "16   [广州-番禺区, 5-7年经验, 本科, 招1人]  \n",
       "17         [东莞, 2年经验, 本科, 招1人]  \n",
       "18         [东莞, 1年经验, 本科, 招1人]  \n",
       "19  [广州-黄埔区, 3-4年经验, 本科, 招若干人]  \n",
       "20         [东莞, 2年经验, 大专, 招5人]  \n",
       "21       [异地招聘, 1年经验, 大专, 招1人]  \n",
       "22   [东莞-中堂镇, 3-4年经验, 高中, 招3人]  \n",
       "23   [广州-白云区, 3-4年经验, 本科, 招2人]  \n",
       "24              [广州, 本科, 招若干人]  \n",
       "25  [广州-海珠区, 3-4年经验, 本科, 招若干人]  \n",
       "26      [广州, 3-4年经验, 本科, 招若干人]  \n",
       "27     [广州-番禺区, 1年经验, 本科, 招5人]  \n",
       "28     [广州-番禺区, 无需经验, 本科, 招5人]  \n",
       "29       [广州, 5-7年经验, 本科, 招1人]  \n",
       "30  [广州-天河区, 3-4年经验, 本科, 招若干人]  \n",
       "31   [广州-黄埔区, 3-4年经验, 本科, 招1人]  \n",
       "32   [广州-番禺区, 3-4年经验, 本科, 招1人]  \n",
       "33  [广州-越秀区, 3-4年经验, 本科, 招若干人]  \n",
       "34   [广州-白云区, 5-7年经验, 中专, 招1人]  \n",
       "35   [广州-白云区, 5-7年经验, 中专, 招1人]  \n",
       "36     [广州-番禺区, 2年经验, 本科, 招2人]  \n",
       "37   [广州-天河区, 3-4年经验, 大专, 招1人]  \n",
       "38  [广州-荔湾区, 5-7年经验, 本科, 招若干人]  \n",
       "39   [佛山-禅城区, 5-7年经验, 大专, 招1人]  \n",
       "40       [珠海, 3-4年经验, 本科, 招1人]  \n",
       "41  [广州-黄埔区, 3-4年经验, 大专, 招若干人]  \n",
       "42     [广州-天河区, 2年经验, 大专, 招1人]  \n",
       "43  [广州-海珠区, 5-7年经验, 大专, 招若干人]  \n",
       "44     [广州-天河区, 2年经验, 本科, 招1人]  \n",
       "45     [广州-黄埔区, 2年经验, 大专, 招1人]  \n",
       "46    [广州-天河区, 1年经验, 本科, 招若干人]  \n",
       "47   [广州-天河区, 3-4年经验, 大专, 招1人]  \n",
       "48     [佛山-三水区, 1年经验, 大专, 招2人]  \n",
       "49   [广州-天河区, 3-4年经验, 硕士, 招2人]  "
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 完善表格信息\n",
    "df_results['providesalary_text']=[i.replace('\\/','/') for i in df_results['providesalary_text']]\n",
    "df_results['job_href']=[i.replace('\\/','/') for i in df_results['job_href']]\n",
    "df_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 将完善好的内容存入excel\n",
    "with pd.ExcelWriter('51job.xlsx',mode='a',engine=\"openpyxl\") as writer:  \n",
    "            df_results.to_excel(writer, sheet_name='职位搜寻')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 翻页"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "header = {\n",
    "    \n",
    "}\n",
    "\n",
    "session = HTMLSession()\n",
    "r = session.get( url )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "28"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 通过“total_page”来得到相关职位一共有多少页\n",
    "r = session.get( url )\n",
    "d= r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ =')[1]\n",
    "shu=d.split(\"total_page\")[1].split(',')[0].split('\"')[2]\n",
    "int(shu)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2'"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b=url.split(',')[0:8]\n",
    "b=','.join(b)\n",
    "b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a=url\n",
    "a=url.split(',')[8].split('.')[1]\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,2.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,3.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,4.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,5.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,6.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,7.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,8.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,9.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,10.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,11.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,12.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,13.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,14.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,15.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,16.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,17.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,18.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,19.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,20.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,21.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,22.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,23.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,24.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,25.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,26.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,27.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,vr,2,28.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fanye=[]\n",
    "for i in range(1,int(shu)+1):\n",
    "    c=b+','+str(i)+'.'+a \n",
    "    fanye.append(c)\n",
    "display(fanye)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>jobid</th>\n",
       "      <th>job_href</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>130380497</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13038...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>128100780</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12810...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>131622268</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/131622268...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>129244147</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/129244147...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>130557973</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13055...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1367</th>\n",
       "      <td>17</td>\n",
       "      <td>129722857</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12972...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1368</th>\n",
       "      <td>18</td>\n",
       "      <td>129721492</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12972...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1369</th>\n",
       "      <td>19</td>\n",
       "      <td>128311380</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12831...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1370</th>\n",
       "      <td>20</td>\n",
       "      <td>121016293</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12101...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1371</th>\n",
       "      <td>21</td>\n",
       "      <td>121592003</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12159...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1372 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index      jobid                                           job_href\n",
       "0         0  130380497  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13038...\n",
       "1         1  128100780  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12810...\n",
       "2         2  131622268  https:\\/\\/jobs.51job.com\\/guangzhou\\/131622268...\n",
       "3         3  129244147  https:\\/\\/jobs.51job.com\\/guangzhou\\/129244147...\n",
       "4         4  130557973  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13055...\n",
       "...     ...        ...                                                ...\n",
       "1367     17  129722857  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12972...\n",
       "1368     18  129721492  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12972...\n",
       "1369     19  128311380  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12831...\n",
       "1370     20  121016293  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12101...\n",
       "1371     21  121592003  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12159...\n",
       "\n",
       "[1372 rows x 3 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fanye_url_list=[]\n",
    "for fan_url in fanye:\n",
    "    r=session.get(fan_url)\n",
    "    a= r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ =')[1].split('</script>')[0]\n",
    "    results = eval(a)\n",
    "    df_results = pd.DataFrame(results['engine_search_result'])[['jobid','job_href']]\n",
    "    fanye_url_list.append(df_results)\n",
    "    fanye_all=pd.concat(fanye_url_list).reset_index()\n",
    "display(fanye_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>jobid</th>\n",
       "      <th>job_href</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>130380497</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/130380497...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>128100780</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/128100780...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>131622268</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/131622268.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>129244147</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/129244147.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>130557973</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/130557973...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1367</th>\n",
       "      <td>17</td>\n",
       "      <td>129722857</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/129722857...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1368</th>\n",
       "      <td>18</td>\n",
       "      <td>129721492</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/129721492...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1369</th>\n",
       "      <td>19</td>\n",
       "      <td>128311380</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/128311380...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1370</th>\n",
       "      <td>20</td>\n",
       "      <td>121016293</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/121016293...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1371</th>\n",
       "      <td>21</td>\n",
       "      <td>121592003</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/121592003...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1372 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index      jobid                                           job_href\n",
       "0         0  130380497  https://jobs.51job.com/guangzhou-hzq/130380497...\n",
       "1         1  128100780  https://jobs.51job.com/guangzhou-pyq/128100780...\n",
       "2         2  131622268  https://jobs.51job.com/guangzhou/131622268.htm...\n",
       "3         3  129244147  https://jobs.51job.com/guangzhou/129244147.htm...\n",
       "4         4  130557973  https://jobs.51job.com/guangzhou-thq/130557973...\n",
       "...     ...        ...                                                ...\n",
       "1367     17  129722857  https://jobs.51job.com/guangzhou-thq/129722857...\n",
       "1368     18  129721492  https://jobs.51job.com/guangzhou-thq/129721492...\n",
       "1369     19  128311380  https://jobs.51job.com/guangzhou-thq/128311380...\n",
       "1370     20  121016293  https://jobs.51job.com/guangzhou-thq/121016293...\n",
       "1371     21  121592003  https://jobs.51job.com/guangzhou-thq/121592003...\n",
       "\n",
       "[1372 rows x 3 columns]"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fanye_all['job_href']=[i.replace('\\/','/') for i in fanye_all['job_href']]\n",
    "fanye_all"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 详情页内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://jobs.51job.com/guangzhou-hzq/130380497.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/128100780.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/131622268.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/129244147.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130557973.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/126722704.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/120785801.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131661909.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/119998760.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan-sshq/130780439.html?s=sou_sou_soulb&amp;t=0',\n",
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       " 'https://jobs.51job.com/guangzhou-byq/129878171.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/129795123.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-nsq/129732634.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/127854669.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130078000.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/130077637.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/foshan/127000692.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/foshan/126994416.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/127227398.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/125771277.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/125768219.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/124880105.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/123709116.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/123708819.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/123708218.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/131650431.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hdq/131903243.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131887026.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/131825774.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/131811150.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/131777005.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/131752550.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/131713642.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131689543.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131616635.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131591497.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131538531.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/131522414.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/131389433.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/131064999.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130256983.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/130066949.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/129856620.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-nsq/129714788.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/127208505.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/130950915.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/131797656.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-lwq/131211256.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-lwq/131210325.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/131126599.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/131038602.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131003448.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-zcq/130469327.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131841349.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/131205452.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/129590610.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/130868725.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/130690601.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/130542582.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/129824596.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/129824558.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/129536317.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/129477163.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/117461502.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-lwq/131613556.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/131609831.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/126979012.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/127013129.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130312229.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/126554717.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131887359.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-lwq/131225457.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/foshan-ccq/131073991.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/131874954.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/131864483.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131267760.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130579894.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/130579870.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/127670621.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/127653702.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/127584133.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/127554972.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/127554869.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/131678811.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131667911.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/131460470.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/131460277.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131171710.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131170287.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/131142982.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/131814913.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131797325.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-zcq/131219074.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/131759171.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/122913246.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/122127746.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/121505644.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/121505245.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/117699119.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131715833.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131005147.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/128739741.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/128739675.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/131262281.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/130150241.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131340151.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/131501112.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131340257.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/125167196.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131681315.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131164636.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/131090993.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131049691.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131028330.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131000172.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/130962687.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/130951111.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130923103.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130912991.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/130984661.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131659179.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131467225.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131597383.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/131165777.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131164887.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-nsq/131232776.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/125424460.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/100667124.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/123795775.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/123987883.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/131369855.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/100057648.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/113283439.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/131413872.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/131025325.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/127510384.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/127510296.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/127281084.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/127264199.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125300502.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125300486.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125300457.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125300437.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125300396.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125300375.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125300357.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125300336.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125300306.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125300270.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125300179.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125300120.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125296617.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125049660.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/109311620.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/109273257.html?s=sou_sou_soulb&amp;t=0',\n",
       " ...]"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "urls_list=fanye_all['job_href'].to_list()\n",
    "urls_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "q=[session.get(i) for i in urls_list]\n",
    "q"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_df=[]\n",
    "for url in urls_list:\n",
    "    r=session.get(url)\n",
    "    职位名称_xpath='.//h1/text()'\n",
    "    职位信息_xpath='.//div[@class=\"bmsg job_msg inbox\"]/p/text()'\n",
    "    联系方式_xpath='.//div[@class=\"bmsg inbox\"]/p/text()'\n",
    "    职位名称=r.html.xpath(职位名称_xpath)\n",
    "    职位信息=r.html.xpath(职位信息_xpath)\n",
    "    联系方式=r.html.xpath(联系方式_xpath)\n",
    "    职位信息=''.join(职位信息)\n",
    "    df=pd.DataFrame({\n",
    "        '职位名称':职位名称,\n",
    "        '职位信息':职位信息,\n",
    "#       '联系方式':联系方式\n",
    "\n",
    "    })\n",
    "    list_df.append(df)\n",
    "df_all=pd.concat(list_df).reset_index()\n",
    "display(df_all)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 将详细页存入excel\n",
    "with pd.ExcelWriter('51job.xlsx',mode='a',engine=\"openpyxl\") as writer:  \n",
    "            df_all.to_excel(writer, sheet_name='详细页内容')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
